# Import necessary packages
import pandas as pd
import random
import matplotlib.pyplot as plt
import numpy as np
import seaborn as sns
from copy import deepcopy as cp
from sklearn import preprocessing
from sklearn.preprocessing import StandardScaler
# Logistic Regression
from sklearn.linear_model import LogisticRegression
# Neural Network MLP
from sklearn.neural_network import MLPClassifier
from sklearn.base import BaseEstimator, ClassifierMixin
# SVM
from sklearn.svm import SVC
from sklearn.metrics import (
accuracy_score,
precision_score,
recall_score,
f1_score,
classification_report,
confusion_matrix,
roc_curve,
auc,
RocCurveDisplay
)
# Decision Tree
from sklearn.tree import (
DecisionTreeClassifier,
plot_tree
)
from sklearn.model_selection import (
train_test_split,
StratifiedKFold)
import importlib
import ML
importlib.reload(ML)
from sklearn.decomposition import PCA
from paretochart.paretochart import pareto
import warnings
warnings.filterwarnings("ignore", category=UserWarning)
sns.set_style("ticks")
sns.set_context("paper")
random_state = 42
data = pd.read_csv("winequalityN.csv")
data['category'] = data.apply(lambda x: ML.create_classifier(x,'quality',6), axis=1)
data.isnull().sum().sort_values
<bound method Series.sort_values of type 0 fixed acidity 10 volatile acidity 8 citric acid 3 residual sugar 2 chlorides 2 free sulfur dioxide 0 total sulfur dioxide 0 density 0 pH 9 sulphates 4 alcohol 0 quality 0 category 0 dtype: int64>
data.dropna(axis=0,inplace=True)
data = data[data['type'] == "white"].copy()
data.drop(columns='type', inplace=True)
data.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 4870 entries, 0 to 4897 Data columns (total 13 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 fixed acidity 4870 non-null float64 1 volatile acidity 4870 non-null float64 2 citric acid 4870 non-null float64 3 residual sugar 4870 non-null float64 4 chlorides 4870 non-null float64 5 free sulfur dioxide 4870 non-null float64 6 total sulfur dioxide 4870 non-null float64 7 density 4870 non-null float64 8 pH 4870 non-null float64 9 sulphates 4870 non-null float64 10 alcohol 4870 non-null float64 11 quality 4870 non-null int64 12 category 4870 non-null int64 dtypes: float64(11), int64(2) memory usage: 532.7 KB
data.describe()
| fixed acidity | volatile acidity | citric acid | residual sugar | chlorides | free sulfur dioxide | total sulfur dioxide | density | pH | sulphates | alcohol | quality | category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 4870.000000 | 4870.000000 | 4870.000000 | 4870.000000 | 4870.000000 | 4870.000000 | 4870.000000 | 4870.000000 | 4870.000000 | 4870.000000 | 4870.000000 | 4870.000000 | 4870.000000 |
| mean | 6.855123 | 0.278071 | 0.334199 | 6.394343 | 0.045771 | 35.317146 | 138.340144 | 0.994026 | 3.188154 | 0.489700 | 10.516772 | 5.878029 | 0.216427 |
| std | 0.843444 | 0.100528 | 0.120915 | 5.070853 | 0.021846 | 17.012967 | 42.490515 | 0.002993 | 0.150902 | 0.114196 | 1.231251 | 0.885699 | 0.411851 |
| min | 3.800000 | 0.080000 | 0.000000 | 0.600000 | 0.009000 | 2.000000 | 9.000000 | 0.987110 | 2.720000 | 0.220000 | 8.000000 | 3.000000 | 0.000000 |
| 25% | 6.300000 | 0.210000 | 0.270000 | 1.700000 | 0.036000 | 23.000000 | 108.000000 | 0.991720 | 3.090000 | 0.410000 | 9.500000 | 5.000000 | 0.000000 |
| 50% | 6.800000 | 0.260000 | 0.320000 | 5.200000 | 0.043000 | 34.000000 | 134.000000 | 0.993735 | 3.180000 | 0.470000 | 10.400000 | 6.000000 | 0.000000 |
| 75% | 7.300000 | 0.320000 | 0.390000 | 9.900000 | 0.050000 | 46.000000 | 167.000000 | 0.996100 | 3.280000 | 0.550000 | 11.400000 | 6.000000 | 0.000000 |
| max | 14.200000 | 1.100000 | 1.660000 | 65.800000 | 0.346000 | 289.000000 | 440.000000 | 1.038980 | 3.820000 | 1.080000 | 14.200000 | 9.000000 | 1.000000 |
correlation = data.corr()
correlation
sns.set(rc = {'figure.figsize':(14,10)})
plot = sns.heatmap(correlation, annot = True, fmt=".1f", linewidths=1, linecolor='black')
plot;
ML.plot_distribution_base(data)
X = data.drop(['quality', 'category'], axis=1)
y = data['category']
var, var_ratio, num_comp= ML.get_PCA_comp(X)
model_name_class =[]
X_train_cv, X_test_cv, y_train_cv, y_test_cv = ML.get_train_test(X,y,test_size=0.2, # 20 % da base
random_state=42)
def func_neural_nopca(X_train_cv,X_test_cv, y_train_cv,y_test_cv, neuron, transformation='',random_seed=None):
model_result = ML.train(X_train_cv, X_test_cv, y_train_cv, y_test_cv, ML.MLPClassifierWrapper,
n_splits=5, n_init=20, use_pca=False, tag="_n" + str(neuron),
transformation=transformation,random_seed=random_seed,input_dim=X_train_cv.shape[1],output_dim=1,output_neurons_activation_function='sigmoid', checkpoint='model_checkpoint.h5',
monitor='val_loss',
mode='min',
n_neuron=neuron,
hidden_neurons_activation_function='tanh',
epochs=200)
tag_neuron = "_n" + str(neuron)
variable_name = f'ML_neural_{tag_neuron}'
globals()[variable_name] = ML.ModelResults(model_result)
model_name_class.append(globals()[variable_name])
def func_neural_pca(X_train_cv,X_test_cv, y_train_cv,y_test_cv, neuron, transformation='',random_seed=None):
model_result = ML.train(X_train_cv, X_test_cv, y_train_cv, y_test_cv, ML.MLPClassifierWrapper,
n_splits=5, n_init=20, use_pca=True, tag="_n" + str(neuron),
transformation=transformation,random_seed=random_seed,input_dim=X_train_cv.shape[1],output_dim=1,output_neurons_activation_function='sigmoid', checkpoint='model_checkpoint.h5',
monitor='val_loss',
mode='min',
n_neuron=neuron,
hidden_neurons_activation_function='tanh',
epochs=200)
tag_neuron = "_n" + str(neuron)
variable_name = f'ML_neural_{tag_neuron}'
globals()[variable_name] = ML.ModelResults(model_result)
model_name_class.append(globals()[variable_name])
for neuron in range(1,15):
func_neural_nopca(X_train_cv,X_test_cv, y_train_cv,y_test_cv,neuron, random_seed=123)
self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 961us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 531us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 691us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 907us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 718us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 504us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 445us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 470us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 470us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 847us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 706us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 735us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 703us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 480us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 473us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 441us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 720us/step 25/25 [==============================] - 0s 739us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 874us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 831us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 443us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 691us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 919us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 687us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 551us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 472us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 757us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 734us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 902us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 707us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 554us/step The average F1-Score of the train set is 0.79 +- 0.0045 The average F1-Score of the validation set is é 0.79 +- 0.0087 The best fold was: 1 31/31 [==============================] - 0s 484us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0087 The Average sensitivity of this test is 38.92 % The Deviation of sensitivity is: 3.1 The Average Precision of this model is 58.83 % The Deviation of Precision is: 3.1 The Average accuracy of this model is 0.82 % The Deviation of accuracy is: 0.012 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 684us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 704us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 890us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 814us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 749us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 790us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 857us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 727us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 704us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 678us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 537us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 675us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 687us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 473us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 425us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 444us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 515us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 442us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 482us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 502us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 522us/step The average F1-Score of the train set is 0.79 +- 0.0031 The average F1-Score of the validation set is é 0.79 +- 0.0096 The best fold was: 1 31/31 [==============================] - 0s 526us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0096 The Average sensitivity of this test is 36.54 % The Deviation of sensitivity is: 1.7 The Average Precision of this model is 60.09 % The Deviation of Precision is: 1.7 The Average accuracy of this model is 0.82 % The Deviation of accuracy is: 0.013 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 768us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 431us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 768us/step 25/25 [==============================] - 0s 466us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 731us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 682us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 677us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 502us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 433us/step 25/25 [==============================] - 0s 418us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 467us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 476us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 470us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 501us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 472us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 465us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 492us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 437us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 718us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 626us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 492us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 694us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 734us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 497us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 707us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 516us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 608us/step The average F1-Score of the train set is 0.79 +- 0.0022 The average F1-Score of the validation set is é 0.8 +- 0.0068 The best fold was: 3 31/31 [==============================] - 0s 632us/step The F1-Score for the test data is: 0.43 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.80 % The Deviation of F1-Score is: 0.0068 The Average sensitivity of this test is 35.94 % The Deviation of sensitivity is: 3.9 The Average Precision of this model is 63.24 % The Deviation of Precision is: 3.9 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.0085 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 755us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 486us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 438us/step 25/25 [==============================] - 0s 495us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 437us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 567us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 494us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 488us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 675us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 496us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 436us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 479us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 477us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 679us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 751us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 854us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 707us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 768us/step 25/25 [==============================] - 0s 480us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 12ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 755us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 731us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 647us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 666us/step The average F1-Score of the train set is 0.79 +- 0.0023 The average F1-Score of the validation set is é 0.79 +- 0.0071 The best fold was: 4 31/31 [==============================] - 0s 601us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0071 The Average sensitivity of this test is 37.48 % The Deviation of sensitivity is: 3.3 The Average Precision of this model is 60.72 % The Deviation of Precision is: 3.3 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.0099 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 917us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 637us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 843us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 681us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 777us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 698us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 756us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 872us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 681us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 625us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 681us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 817us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 517us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 719us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 606us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 605us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 999us/step The average F1-Score of the train set is 0.8 +- 0.0036 The average F1-Score of the validation set is é 0.79 +- 0.0041 The best fold was: 4 31/31 [==============================] - 0s 501us/step The F1-Score for the test data is: 0.43 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0041 The Average sensitivity of this test is 37.14 % The Deviation of sensitivity is: 3.8 The Average Precision of this model is 59.48 % The Deviation of Precision is: 3.8 The Average accuracy of this model is 0.82 % The Deviation of accuracy is: 0.0073 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 487us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 11ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 746us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 469us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 490us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 591us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 488us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 466us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 511us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 634us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 485us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 471us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 673us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 450us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 473us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 543us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 547us/step The average F1-Score of the train set is 0.79 +- 0.0014 The average F1-Score of the validation set is é 0.79 +- 0.0078 The best fold was: 3 31/31 [==============================] - 0s 592us/step The F1-Score for the test data is: 0.41 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0078 The Average sensitivity of this test is 34.99 % The Deviation of sensitivity is: 3.4 The Average Precision of this model is 61.07 % The Deviation of Precision is: 3.4 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.007 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 495us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 775us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 684us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 617us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 637us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 676us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 714us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 501us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 626us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 532us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 686us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 551us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 685us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 680us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 532us/step The average F1-Score of the train set is 0.79 +- 0.0019 The average F1-Score of the validation set is é 0.8 +- 0.014 The best fold was: 1 31/31 [==============================] - 0s 584us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.80 % The Deviation of F1-Score is: 0.014 The Average sensitivity of this test is 39.62 % The Deviation of sensitivity is: 5.2 The Average Precision of this model is 59.84 % The Deviation of Precision is: 5.2 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.015 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 537us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 817us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 689us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 567us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 729us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 965us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 526us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 692us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 702us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 522us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 498us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 12ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 634us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 691us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 974us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 718us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 924us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 704us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 508us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 570us/step The average F1-Score of the train set is 0.79 +- 0.0026 The average F1-Score of the validation set is é 0.79 +- 0.0076 The best fold was: 4 31/31 [==============================] - 0s 534us/step The F1-Score for the test data is: 0.47 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0076 The Average sensitivity of this test is 36.89 % The Deviation of sensitivity is: 2.0 The Average Precision of this model is 58.94 % The Deviation of Precision is: 2.0 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.0071 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 437us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 698us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 355us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 322us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 436us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 316us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 366us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 396us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 338us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 504us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 404us/step 25/25 [==============================] - 0s 859us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 772us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 408us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 341us/step 25/25 [==============================] - 0s 313us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 727us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 337us/step 25/25 [==============================] - 0s 298us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 514us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 415us/step 25/25 [==============================] - 0s 537us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 583us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 626us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 747us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 916us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 792us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 583us/step The average F1-Score of the train set is 0.79 +- 0.002 The average F1-Score of the validation set is é 0.79 +- 0.0095 The best fold was: 3 31/31 [==============================] - 0s 700us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0095 The Average sensitivity of this test is 38.31 % The Deviation of sensitivity is: 3.9 The Average Precision of this model is 57.04 % The Deviation of Precision is: 3.9 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.0083 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 709us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 791us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 685us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 624us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 684us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 624us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 759us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 706us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 541us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 857us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 667us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 625us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 792us/step The average F1-Score of the train set is 0.79 +- 0.0053 The average F1-Score of the validation set is é 0.79 +- 0.0067 The best fold was: 4 31/31 [==============================] - 0s 667us/step The F1-Score for the test data is: 0.44 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0067 The Average sensitivity of this test is 37.85 % The Deviation of sensitivity is: 4.2 The Average Precision of this model is 59.00 % The Deviation of Precision is: 4.2 The Average accuracy of this model is 0.82 % The Deviation of accuracy is: 0.013 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 685us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 583us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 684us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 724us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 584us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 721us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 704us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 642us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 655us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 646us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 595us/step The average F1-Score of the train set is 0.79 +- 0.0061 The average F1-Score of the validation set is é 0.79 +- 0.013 The best fold was: 4 31/31 [==============================] - 0s 633us/step The F1-Score for the test data is: 0.47 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.013 The Average sensitivity of this test is 36.41 % The Deviation of sensitivity is: 3.3 The Average Precision of this model is 60.71 % The Deviation of Precision is: 3.3 The Average accuracy of this model is 0.82 % The Deviation of accuracy is: 0.0073 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 680us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 833us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 697us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 584us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 695us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 781us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 694us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 760us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 602us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 583us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 546us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 667us/step The average F1-Score of the train set is 0.8 +- 0.0031 The average F1-Score of the validation set is é 0.79 +- 0.01 The best fold was: 4 31/31 [==============================] - 0s 559us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.01 The Average sensitivity of this test is 38.43 % The Deviation of sensitivity is: 4.1 The Average Precision of this model is 59.40 % The Deviation of Precision is: 4.1 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.015 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 720us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 692us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 568us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 801us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 665us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 816us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 627us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 772us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 449us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 14ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 628us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 642us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 531us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 584us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 676us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 720us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 625us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 696us/step The average F1-Score of the train set is 0.79 +- 0.003 The average F1-Score of the validation set is é 0.79 +- 0.0097 The best fold was: 4 31/31 [==============================] - 0s 597us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0097 The Average sensitivity of this test is 38.31 % The Deviation of sensitivity is: 3.2 The Average Precision of this model is 57.89 % The Deviation of Precision is: 3.2 The Average accuracy of this model is 0.82 % The Deviation of accuracy is: 0.0078 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 460us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 500us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 764us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 651us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 139us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 382us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 371us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 49us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 434us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 803us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 347us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 139us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 368us/step 25/25 [==============================] - 0s 336us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 796us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 415us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 922us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 686us/step 25/25 [==============================] - 0s 754us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 405us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 851us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 651us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 651us/step The average F1-Score of the train set is 0.8 +- 0.0039 The average F1-Score of the validation set is é 0.79 +- 0.0041 The best fold was: 4 31/31 [==============================] - 0s 520us/step The F1-Score for the test data is: 0.43 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0041 The Average sensitivity of this test is 37.73 % The Deviation of sensitivity is: 3.4 The Average Precision of this model is 59.19 % The Deviation of Precision is: 3.4 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.0099
for neuron in range(1,15):
func_neural_pca(X_train_cv,X_test_cv, y_train_cv,y_test_cv,neuron, random_seed=123)
The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 434us/step 25/25 [==============================] - 0s 913us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 734us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 322us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 322us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 271us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 335us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 717us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 12ms/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 834us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 693us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 322us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 984us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 405us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 326us/step 25/25 [==============================] - 0s 229us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 652us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 398us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 84us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 188us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 800us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 651us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 500us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 777us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 492us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 796us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 396us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 653us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 439us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 389us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 735us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 650us/step The average F1-Score of the train set is 0.78 +- 0.0063 The average F1-Score of the validation set is é 0.78 +- 0.006 The best fold was: 3 31/31 [==============================] - 0s 520us/step The F1-Score for the test data is: 0.42 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.006 The Average sensitivity of this test is 31.79 % The Deviation of sensitivity is: 4.5 The Average Precision of this model is 56.19 % The Deviation of Precision is: 4.5 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.013 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 405us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 273us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 649us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 322us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 322us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 733us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 605us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 322us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 323us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 471us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 634us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 646us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 922us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 579us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 488us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 524us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 547us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 469us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 494us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 531us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 532us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 494us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 571us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 547us/step The average F1-Score of the train set is 0.78 +- 0.0081 The average F1-Score of the validation set is é 0.78 +- 0.0045 The best fold was: 4 31/31 [==============================] - 0s 502us/step The F1-Score for the test data is: 0.41 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0045 The Average sensitivity of this test is 31.20 % The Deviation of sensitivity is: 4.6 The Average Precision of this model is 57.14 % The Deviation of Precision is: 4.6 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.011 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 579us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 485us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 438us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 754us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 678us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 650us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 593us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 16ms/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 707us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 634us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 706us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 680us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 497us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 771us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 687us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 621us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 540us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 623us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 537us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 687us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 696us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 824us/step 25/25 [==============================] - 0s 675us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 818us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 743us/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 602us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 559us/step The average F1-Score of the train set is 0.78 +- 0.0061 The average F1-Score of the validation set is é 0.77 +- 0.0065 The best fold was: 4 31/31 [==============================] - 0s 634us/step The F1-Score for the test data is: 0.41 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.0065 The Average sensitivity of this test is 28.35 % The Deviation of sensitivity is: 2.8 The Average Precision of this model is 58.71 % The Deviation of Precision is: 2.8 The Average accuracy of this model is 0.77 % The Deviation of accuracy is: 0.011 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 722us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 797us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 738us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 626us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 580us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5
c:\Users\DOUGL\Documents\Bootcamp\DouglasOliveiraSousa_RedesNeurais\ML (1)\ML\ML.py:211: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). fig, ax = plt.subplots(figsize=(11, 5))
98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 682us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 727us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 739us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 754us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 848us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 564us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 740us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 735us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 675us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 532us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 723us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 634us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 525us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 617us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 801us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 719us/step 25/25 [==============================] - 0s 796us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 707us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 619us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 544us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 693us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 689us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 521us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 586us/step The average F1-Score of the train set is 0.78 +- 0.004 The average F1-Score of the validation set is é 0.78 +- 0.0065 The best fold was: 4 31/31 [==============================] - 0s 502us/step The F1-Score for the test data is: 0.39 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0065 The Average sensitivity of this test is 30.61 % The Deviation of sensitivity is: 3.6 The Average Precision of this model is 57.80 % The Deviation of Precision is: 3.6 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.0093 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 681us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 999us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 818us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 556us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 546us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 466us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 629us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 705us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 692us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 460us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 691us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 619us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 586us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 517us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 681us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 464us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 954us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 532us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 460us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 476us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 576us/step The average F1-Score of the train set is 0.77 +- 0.0074 The average F1-Score of the validation set is é 0.78 +- 0.012 The best fold was: 4 31/31 [==============================] - 0s 488us/step The F1-Score for the test data is: 0.4 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 29.06 % The Deviation of sensitivity is: 5.5 The Average Precision of this model is 61.02 % The Deviation of Precision is: 5.5 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.016 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 489us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 532us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 488us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 571us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 605us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 710us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 636us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 696us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 720us/step 25/25 [==============================] - 0s 466us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 607us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 561us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 642us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 460us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 642us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 563us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 722us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 477us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 548us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 627us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 541us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 582us/step The average F1-Score of the train set is 0.78 +- 0.003 The average F1-Score of the validation set is é 0.78 +- 0.01 The best fold was: 4 31/31 [==============================] - 0s 557us/step The F1-Score for the test data is: 0.44 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.01 The Average sensitivity of this test is 32.14 % The Deviation of sensitivity is: 4.6 The Average Precision of this model is 56.65 % The Deviation of Precision is: 4.6 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.015 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 428us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 495us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 528us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 668us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 532us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 585us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 532us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 443us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 538us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 624us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 531us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 497us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 584us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 649us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 456us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 531us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 490us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 496us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 579us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 524us/step The average F1-Score of the train set is 0.78 +- 0.0034 The average F1-Score of the validation set is é 0.78 +- 0.0091 The best fold was: 3 31/31 [==============================] - 0s 579us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0091 The Average sensitivity of this test is 31.20 % The Deviation of sensitivity is: 4.7 The Average Precision of this model is 56.63 % The Deviation of Precision is: 4.7 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.0097 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 465us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 494us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 578us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 564us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 531us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 450us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 678us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 476us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 545us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 684us/step 25/25 [==============================] - 0s 486us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 452us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 478us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 533us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 528us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 725us/step 25/25 [==============================] - 0s 492us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 524us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 509us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 482us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 463us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 440us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 647us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 597us/step The average F1-Score of the train set is 0.77 +- 0.0075 The average F1-Score of the validation set is é 0.78 +- 0.012 The best fold was: 4 31/31 [==============================] - 0s 517us/step The F1-Score for the test data is: 0.45 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 29.89 % The Deviation of sensitivity is: 3.5 The Average Precision of this model is 58.08 % The Deviation of Precision is: 3.5 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.019 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 485us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 443us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 482us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 450us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 606us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 563us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 579us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 678us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 867us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 732us/step 25/25 [==============================] - 0s 715us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 621us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 714us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 530us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 529us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 642us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 795us/step 25/25 [==============================] - 0s 732us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 604us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 636us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 573us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 550us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 796us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 494us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 621us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 693us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 496us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 678us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 900us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 490us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 559us/step The average F1-Score of the train set is 0.77 +- 0.008 The average F1-Score of the validation set is é 0.77 +- 0.011 The best fold was: 4 31/31 [==============================] - 0s 668us/step The F1-Score for the test data is: 0.45 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.011 The Average sensitivity of this test is 29.42 % The Deviation of sensitivity is: 3.6 The Average Precision of this model is 56.99 % The Deviation of Precision is: 3.6 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.016 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 709us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 773us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 782us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 914us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 760us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 652us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 495us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 696us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 537us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 578us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 460us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 495us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 707us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 537us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 499us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 481us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 470us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 477us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 493us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 545us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 562us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 504us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 574us/step The average F1-Score of the train set is 0.78 +- 0.0088 The average F1-Score of the validation set is é 0.77 +- 0.0057 The best fold was: 4 31/31 [==============================] - 0s 529us/step The F1-Score for the test data is: 0.42 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.0057 The Average sensitivity of this test is 31.20 % The Deviation of sensitivity is: 4.3 The Average Precision of this model is 56.01 % The Deviation of Precision is: 4.3 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.013 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 490us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 557us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 529us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 492us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 463us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 496us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 522us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 612us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 532us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 492us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 441us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 544us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 617us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 470us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 475us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 482us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 514us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 519us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 498us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 552us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 526us/step The average F1-Score of the train set is 0.77 +- 0.007 The average F1-Score of the validation set is é 0.77 +- 0.0091 The best fold was: 4 31/31 [==============================] - 0s 507us/step The F1-Score for the test data is: 0.41 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.0091 The Average sensitivity of this test is 30.02 % The Deviation of sensitivity is: 4.2 The Average Precision of this model is 56.61 % The Deviation of Precision is: 4.2 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.0099 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 487us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 493us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 568us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 476us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 569us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 600us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 438us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 468us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 434us/step 25/25 [==============================] - 0s 496us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 675us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 568us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 573us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 486us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 447us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 543us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 515us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 537us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 537us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 777us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 722us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 599us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 609us/step The average F1-Score of the train set is 0.77 +- 0.0095 The average F1-Score of the validation set is é 0.77 +- 0.0089 The best fold was: 1 31/31 [==============================] - 0s 685us/step The F1-Score for the test data is: 0.37 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.0089 The Average sensitivity of this test is 27.99 % The Deviation of sensitivity is: 5.6 The Average Precision of this model is 60.48 % The Deviation of Precision is: 5.6 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.013 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 772us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 706us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 605us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 707us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 692us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 636us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 551us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 471us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 494us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 487us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 687us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 676us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 504us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 625us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 751us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 713us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 701us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 715us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 686us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 549us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 604us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 688us/step 25/25 [==============================] - 0s 473us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 490us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 496us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 500us/step The average F1-Score of the train set is 0.78 +- 0.0091 The average F1-Score of the validation set is é 0.77 +- 0.0084 The best fold was: 4 31/31 [==============================] - 0s 572us/step The F1-Score for the test data is: 0.41 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.0084 The Average sensitivity of this test is 31.08 % The Deviation of sensitivity is: 4.2 The Average Precision of this model is 56.22 % The Deviation of Precision is: 4.2 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.01 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 685us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 609us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 504us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 692us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 605us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 542us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 531us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 467us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 696us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 719us/step 25/25 [==============================] - 0s 775us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 729us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 693us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 678us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 722us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 543us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 624us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 447us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 637us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 665us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 490us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 490us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 718us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 667us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 564us/step The average F1-Score of the train set is 0.77 +- 0.0073 The average F1-Score of the validation set is é 0.77 +- 0.0096 The best fold was: 4 31/31 [==============================] - 0s 534us/step The F1-Score for the test data is: 0.41 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.0096 The Average sensitivity of this test is 29.90 % The Deviation of sensitivity is: 5.5 The Average Precision of this model is 56.66 % The Deviation of Precision is: 5.5 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.016
X['residual sugar']
0 20.7
1 1.6
2 6.9
3 8.5
4 8.5
...
4891 0.9
4893 1.6
4894 8.0
4896 1.1
4897 0.8
Name: residual sugar, Length: 4870, dtype: float64
X['residual_sugar_log']=ML.log_transform(X['residual sugar'])
Xlog=X.drop(columns='residual sugar')
X_train_cv_log, X_test_cv_log, y_train_cv_log, y_test_cv_log = ML.get_train_test(Xlog,y,test_size=0.2, # 20 % da base
random_state=42)
for neuron in range(1,15):
func_neural_pca(X_train_cv_log, X_test_cv_log, y_train_cv_log,y_test_cv_log,neuron,'log',random_seed=123)
The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 546us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 542us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 486us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 495us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 500us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 676us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 584us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 492us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 559us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 586us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 490us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 555us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 568us/step The average F1-Score of the train set is 0.78 +- 0.006 The average F1-Score of the validation set is é 0.78 +- 0.0084 The best fold was: 4 31/31 [==============================] - 0s 555us/step The F1-Score for the test data is: 0.41 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0084 The Average sensitivity of this test is 30.60 % The Deviation of sensitivity is: 2.7 The Average Precision of this model is 57.40 % The Deviation of Precision is: 2.7 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.02 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 497us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 592us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 477us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 489us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 488us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 542us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 490us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 472us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 440us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 584us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 463us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 555us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 577us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 627us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 708us/step The average F1-Score of the train set is 0.78 +- 0.0048 The average F1-Score of the validation set is é 0.78 +- 0.013 The best fold was: 4 31/31 [==============================] - 0s 542us/step The F1-Score for the test data is: 0.47 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.013 The Average sensitivity of this test is 32.98 % The Deviation of sensitivity is: 5.0 The Average Precision of this model is 56.62 % The Deviation of Precision is: 5.0 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.014 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 500us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 528us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 19ms/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 470us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 489us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 434us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 628us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 569us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 625us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 542us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 487us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 491us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 440us/step 25/25 [==============================] - 0s 490us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 712us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 584us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 625us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 625us/step The average F1-Score of the train set is 0.77 +- 0.0058 The average F1-Score of the validation set is é 0.77 +- 0.0073 The best fold was: 4 31/31 [==============================] - 0s 604us/step The F1-Score for the test data is: 0.4 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.0073 The Average sensitivity of this test is 28.59 % The Deviation of sensitivity is: 2.5 The Average Precision of this model is 58.30 % The Deviation of Precision is: 2.5 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.016 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 584us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 483us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5
c:\Users\DOUGL\Documents\Bootcamp\DouglasOliveiraSousa_RedesNeurais\ML (1)\ML\ML.py:211: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). fig, ax = plt.subplots(figsize=(11, 5))
98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 579us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 447us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 584us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 466us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 497us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 621us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 583us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 554us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 720us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 681us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 707us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 586us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 671us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 476us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 684us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 749us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 769us/step The average F1-Score of the train set is 0.78 +- 0.0038 The average F1-Score of the validation set is é 0.78 +- 0.012 The best fold was: 4 31/31 [==============================] - 0s 486us/step The F1-Score for the test data is: 0.47 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 31.67 % The Deviation of sensitivity is: 2.9 The Average Precision of this model is 58.84 % The Deviation of Precision is: 2.9 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.015 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 476us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 687us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 489us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 652us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 682us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 457us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 728us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 725us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 668us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 607us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 754us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 836us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 725us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 713us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 507us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 472us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 692us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 748us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 694us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 669us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 503us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 678us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 493us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 795us/step 25/25 [==============================] - 0s 686us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 800us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 753us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 759us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 623us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 667us/step The average F1-Score of the train set is 0.77 +- 0.0054 The average F1-Score of the validation set is é 0.77 +- 0.0081 The best fold was: 4 31/31 [==============================] - 0s 683us/step The F1-Score for the test data is: 0.43 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.0081 The Average sensitivity of this test is 27.52 % The Deviation of sensitivity is: 4.0 The Average Precision of this model is 60.10 % The Deviation of Precision is: 4.0 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.012 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 460us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 575us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 469us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 686us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 579us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 685us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 719us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 500us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 676us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 722us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 724us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 707us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 795us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 671us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 695us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 756us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 546us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 636us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 455us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 737us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 666us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 630us/step The average F1-Score of the train set is 0.78 +- 0.0078 The average F1-Score of the validation set is é 0.77 +- 0.0084 The best fold was: 4 31/31 [==============================] - 0s 580us/step The F1-Score for the test data is: 0.43 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.0084 The Average sensitivity of this test is 29.89 % The Deviation of sensitivity is: 4.2 The Average Precision of this model is 57.46 % The Deviation of Precision is: 4.2 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.0063 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 686us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 540us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 741us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 500us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 724us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 466us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 487us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 474us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 688us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 772us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 768us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 680us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 471us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 695us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 547us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 542us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 714us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 489us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 440us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 556us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 580us/step The average F1-Score of the train set is 0.78 +- 0.0061 The average F1-Score of the validation set is é 0.78 +- 0.011 The best fold was: 4 31/31 [==============================] - 0s 572us/step The F1-Score for the test data is: 0.47 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.011 The Average sensitivity of this test is 32.49 % The Deviation of sensitivity is: 2.2 The Average Precision of this model is 59.14 % The Deviation of Precision is: 2.2 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.014 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 689us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 693us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 719us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 551us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 707us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 498us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 625us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 527us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 495us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 485us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 587us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 714us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 754us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 537us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 738us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 584us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 592us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 688us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 734us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 472us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 511us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 621us/step The average F1-Score of the train set is 0.78 +- 0.0052 The average F1-Score of the validation set is é 0.78 +- 0.0088 The best fold was: 4 31/31 [==============================] - 0s 633us/step The F1-Score for the test data is: 0.41 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0088 The Average sensitivity of this test is 29.41 % The Deviation of sensitivity is: 5.0 The Average Precision of this model is 61.88 % The Deviation of Precision is: 5.0 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.021 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 678us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 684us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 732us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 650us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 679us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 682us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 727us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 758us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 468us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 475us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 680us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 682us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 478us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 727us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 721us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 673us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 628us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 447us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 765us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 691us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 711us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 836us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 704us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 766us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 735us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 596us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 531us/step The average F1-Score of the train set is 0.78 +- 0.0054 The average F1-Score of the validation set is é 0.77 +- 0.012 The best fold was: 4 31/31 [==============================] - 0s 606us/step The F1-Score for the test data is: 0.45 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 30.02 % The Deviation of sensitivity is: 4.3 The Average Precision of this model is 56.40 % The Deviation of Precision is: 4.3 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.0092 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 477us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 485us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 841us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 692us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 470us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 690us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 604us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 708us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 627us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 555us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 681us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 754us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 642us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 494us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 470us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 578us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 761us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 680us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 665us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 686us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 770us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 714us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 757us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 753us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 773us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 476us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 637us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 485us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 589us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 539us/step The average F1-Score of the train set is 0.78 +- 0.0076 The average F1-Score of the validation set is é 0.78 +- 0.0076 The best fold was: 4 31/31 [==============================] - 0s 616us/step The F1-Score for the test data is: 0.44 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0076 The Average sensitivity of this test is 31.68 % The Deviation of sensitivity is: 4.1 The Average Precision of this model is 56.86 % The Deviation of Precision is: 4.1 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.0034 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 715us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 693us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 596us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 625us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 534us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 680us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 470us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 734us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 460us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 713us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 576us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 494us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 718us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 718us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 683us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 559us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 500us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 689us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 754us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 712us/step 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 474us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 694us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 677us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 751us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 657us/step The average F1-Score of the train set is 0.78 +- 0.0049 The average F1-Score of the validation set is é 0.78 +- 0.009 The best fold was: 4 31/31 [==============================] - 0s 557us/step The F1-Score for the test data is: 0.45 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.009 The Average sensitivity of this test is 33.10 % The Deviation of sensitivity is: 5.0 The Average Precision of this model is 58.29 % The Deviation of Precision is: 5.0 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.013 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 689us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 681us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 722us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 767us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 482us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 584us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 524us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 756us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 695us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 485us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 677us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 680us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 710us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 722us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 714us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 709us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 685us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 868us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 733us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 478us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 716us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 725us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 729us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 678us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 630us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 642us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 717us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 728us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 720us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 653us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 544us/step The average F1-Score of the train set is 0.78 +- 0.0021 The average F1-Score of the validation set is é 0.78 +- 0.012 The best fold was: 4 31/31 [==============================] - 0s 670us/step The F1-Score for the test data is: 0.47 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 32.86 % The Deviation of sensitivity is: 4.8 The Average Precision of this model is 57.55 % The Deviation of Precision is: 4.8 The Average accuracy of this model is 0.78 % The Deviation of accuracy is: 0.017 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 714us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 487us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 762us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 684us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 681us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 759us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 642us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 560us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 706us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 665us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 719us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 876us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 502us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 526us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 839us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 675us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 711us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 524us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 642us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 693us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 736us/step 25/25 [==============================] - 0s 603us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 653us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 788us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 747us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 682us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 685us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 727us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 690us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 538us/step The average F1-Score of the train set is 0.78 +- 0.0088 The average F1-Score of the validation set is é 0.78 +- 0.012 The best fold was: 4 31/31 [==============================] - 0s 503us/step The F1-Score for the test data is: 0.47 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 32.03 % The Deviation of sensitivity is: 6.2 The Average Precision of this model is 58.94 % The Deviation of Precision is: 6.2 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.014 The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 682us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 735us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 717us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 746us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 491us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 871us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 714us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 682us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 761us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 725us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 729us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 713us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 630us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 478us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 684us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 764us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 643us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 542us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 477us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 680us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 777us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 469us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 688us/step 25/25 [==============================] - 0s 462us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 633us/step The number of components required to explain 80% of the variance for this model was 5 self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 682us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 477us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 665us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 757us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 5 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 708us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 589us/step The average F1-Score of the train set is 0.78 +- 0.0031 The average F1-Score of the validation set is é 0.77 +- 0.0071 The best fold was: 4 31/31 [==============================] - 0s 607us/step The F1-Score for the test data is: 0.42 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 5 The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.0071 The Average sensitivity of this test is 29.31 % The Deviation of sensitivity is: 3.7 The Average Precision of this model is 57.67 % The Deviation of Precision is: 3.7 The Average accuracy of this model is 0.77 % The Deviation of accuracy is: 0.0089
for neuron in range(1,15):
func_neural_nopca(X_train_cv_log, X_test_cv_log, y_train_cv_log,y_test_cv_log,neuron,'log',random_seed=123)
self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 496us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 585us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 545us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 642us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 588us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 464us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 579us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 694us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 593us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 473us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 457us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 503us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 588us/step The average F1-Score of the train set is 0.79 +- 0.012 The average F1-Score of the validation set is é 0.79 +- 0.0092 The best fold was: 0 31/31 [==============================] - 0s 546us/step The F1-Score for the test data is: 0.47 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0092 The Average sensitivity of this test is 34.28 % The Deviation of sensitivity is: 3.2 The Average Precision of this model is 59.50 % The Deviation of Precision is: 3.2 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.016 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 500us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 469us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 651us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 583us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 448us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 566us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 495us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 468us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 678us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 678us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 585us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 588us/step The average F1-Score of the train set is 0.8 +- 0.0051 The average F1-Score of the validation set is é 0.79 +- 0.0072 The best fold was: 1 31/31 [==============================] - 0s 634us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0072 The Average sensitivity of this test is 37.01 % The Deviation of sensitivity is: 3.8 The Average Precision of this model is 60.28 % The Deviation of Precision is: 3.8 The Average accuracy of this model is 0.82 % The Deviation of accuracy is: 0.015 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 599us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 434us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 591us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 492us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 500us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 686us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 525us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 472us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 440us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 461us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 671us/step The average F1-Score of the train set is 0.79 +- 0.0055 The average F1-Score of the validation set is é 0.79 +- 0.012 The best fold was: 1 31/31 [==============================] - 0s 622us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 37.49 % The Deviation of sensitivity is: 3.4 The Average Precision of this model is 58.35 % The Deviation of Precision is: 3.4 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.016 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 579us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 472us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 580us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 582us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 632us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 487us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 613us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 628us/step The average F1-Score of the train set is 0.79 +- 0.0055 The average F1-Score of the validation set is é 0.79 +- 0.011 The best fold was: 1 31/31 [==============================] - 0s 575us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.011 The Average sensitivity of this test is 35.59 % The Deviation of sensitivity is: 3.7 The Average Precision of this model is 59.40 % The Deviation of Precision is: 3.7 The Average accuracy of this model is 0.79 % The Deviation of accuracy is: 0.0097 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 525us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 500us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 440us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 488us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 584us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 463us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 680us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 1s 23ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 591us/step The average F1-Score of the train set is 0.8 +- 0.0031 The average F1-Score of the validation set is é 0.79 +- 0.0062 The best fold was: 1 31/31 [==============================] - 0s 534us/step The F1-Score for the test data is: 0.48 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0062 The Average sensitivity of this test is 35.35 % The Deviation of sensitivity is: 4.7 The Average Precision of this model is 62.34 % The Deviation of Precision is: 4.7 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0093 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 556us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 490us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 1s 24ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 441us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 555us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 579us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 531us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 630us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 491us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 466us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 625us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 504us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 625us/step The average F1-Score of the train set is 0.78 +- 0.014 The average F1-Score of the validation set is é 0.79 +- 0.012 The best fold was: 4 31/31 [==============================] - 0s 514us/step The F1-Score for the test data is: 0.43 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 32.14 % The Deviation of sensitivity is: 6.7 The Average Precision of this model is 61.91 % The Deviation of Precision is: 6.7 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.012 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 460us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 500us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.81 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 491us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 531us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 462us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 495us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 534us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 494us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 569us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 526us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 587us/step The average F1-Score of the train set is 0.8 +- 0.0065 The average F1-Score of the validation set is é 0.79 +- 0.0081 The best fold was: 1 31/31 [==============================] - 0s 600us/step The F1-Score for the test data is: 0.49 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0081 The Average sensitivity of this test is 37.84 % The Deviation of sensitivity is: 3.7 The Average Precision of this model is 59.33 % The Deviation of Precision is: 3.7 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.015 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 465us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 491us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 504us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 491us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 737us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 771us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 778us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 512us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 754us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 749us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 626us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 792us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 473us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 478us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 707us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 756us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 626us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 487us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 696us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 753us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 730us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 567us/step The average F1-Score of the train set is 0.79 +- 0.0039 The average F1-Score of the validation set is é 0.79 +- 0.011 The best fold was: 1 31/31 [==============================] - 0s 535us/step The F1-Score for the test data is: 0.43 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.011 The Average sensitivity of this test is 34.64 % The Deviation of sensitivity is: 4.6 The Average Precision of this model is 59.47 % The Deviation of Precision is: 4.6 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.0095 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 876us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 881us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 681us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 773us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 812us/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 962us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 692us/step 25/25 [==============================] - 0s 547us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 780us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 810us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 774us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 579us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 692us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 685us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 2ms/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 3ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 543us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 774us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 839us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 709us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 877us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 470us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 809us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 1s 577us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 474us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 732us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 535us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 903us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 675us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 831us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 687us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 641us/step The average F1-Score of the train set is 0.79 +- 0.0018 The average F1-Score of the validation set is é 0.79 +- 0.018 The best fold was: 4 31/31 [==============================] - 0s 568us/step The F1-Score for the test data is: 0.44 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.018 The Average sensitivity of this test is 37.84 % The Deviation of sensitivity is: 5.6 The Average Precision of this model is 58.92 % The Deviation of Precision is: 5.6 The Average accuracy of this model is 0.82 % The Deviation of accuracy is: 0.021 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 1s 485us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 738us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 522us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 719us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 716us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 756us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 959us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 942us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 611us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 734us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 702us/step 25/25 [==============================] - 0s 637us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 715us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 716us/step 25/25 [==============================] - 0s 495us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 685us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 692us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 656us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 777us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 768us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 762us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 752us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 710us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 704us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 696us/step 25/25 [==============================] - 0s 861us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 693us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 693us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 909us/step 25/25 [==============================] - 0s 960us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 759us/step 25/25 [==============================] - 0s 835us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 812us/step The average F1-Score of the train set is 0.79 +- 0.0084 The average F1-Score of the validation set is é 0.79 +- 0.007 The best fold was: 4 31/31 [==============================] - 0s 768us/step The F1-Score for the test data is: 0.45 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.007 The Average sensitivity of this test is 36.53 % The Deviation of sensitivity is: 5.4 The Average Precision of this model is 58.76 % The Deviation of Precision is: 5.4 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.015 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 795us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 775us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 804us/step 25/25 [==============================] - 0s 885us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 933us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 2ms/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 840us/step 25/25 [==============================] - 0s 964us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 864us/step 25/25 [==============================] - 0s 917us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 773us/step 25/25 [==============================] - 0s 848us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 789us/step 25/25 [==============================] - 0s 834us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 970us/step 25/25 [==============================] - 0s 839us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 954us/step 25/25 [==============================] - 0s 854us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 840us/step 25/25 [==============================] - 0s 756us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 804us/step 25/25 [==============================] - 0s 813us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 816us/step 25/25 [==============================] - 0s 792us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 928us/step 25/25 [==============================] - 0s 818us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 804us/step 25/25 [==============================] - 0s 966us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 807us/step 25/25 [==============================] - 0s 793us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 822us/step 25/25 [==============================] - 0s 758us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 833us/step 25/25 [==============================] - 0s 839us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 989us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 787us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 784us/step 25/25 [==============================] - 0s 771us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 794us/step 25/25 [==============================] - 0s 792us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 903us/step 25/25 [==============================] - 0s 938us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 825us/step 25/25 [==============================] - 0s 855us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 904us/step 25/25 [==============================] - 0s 803us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 964us/step 25/25 [==============================] - 0s 939us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 897us/step 25/25 [==============================] - 0s 932us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 853us/step 25/25 [==============================] - 0s 793us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 781us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 773us/step 25/25 [==============================] - 0s 838us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 806us/step 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 884us/step 25/25 [==============================] - 0s 799us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 794us/step 25/25 [==============================] - 0s 938us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 802us/step 25/25 [==============================] - 0s 965us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 813us/step 25/25 [==============================] - 0s 842us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 905us/step 25/25 [==============================] - 0s 754us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 799us/step 25/25 [==============================] - 0s 792us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 926us/step 25/25 [==============================] - 0s 792us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 816us/step 25/25 [==============================] - 0s 886us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 927us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 872us/step 25/25 [==============================] - 0s 755us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 781us/step 25/25 [==============================] - 0s 799us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 831us/step 25/25 [==============================] - 0s 805us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 999us/step 25/25 [==============================] - 0s 842us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 779us/step 25/25 [==============================] - 0s 792us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 856us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 855us/step 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 844us/step 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 2ms/step 25/25 [==============================] - 0s 917us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 2ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 791us/step 25/25 [==============================] - 0s 792us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 913us/step 25/25 [==============================] - 0s 847us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 991us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 810us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 984us/step 25/25 [==============================] - 0s 753us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 896us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 970us/step 25/25 [==============================] - 0s 795us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 918us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 824us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 799us/step 25/25 [==============================] - 0s 792us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 774us/step 25/25 [==============================] - 0s 777us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 760us/step 25/25 [==============================] - 0s 817us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 832us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 873us/step 25/25 [==============================] - 0s 793us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 876us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 2ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 621us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 717us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 550us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 717us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 626us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 521us/step The average F1-Score of the train set is 0.79 +- 0.0035 The average F1-Score of the validation set is é 0.79 +- 0.011 The best fold was: 1 31/31 [==============================] - 0s 872us/step The F1-Score for the test data is: 0.44 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.011 The Average sensitivity of this test is 34.16 % The Deviation of sensitivity is: 5.8 The Average Precision of this model is 63.34 % The Deviation of Precision is: 5.8 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.013 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 775us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 805us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 460us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 792us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 792us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 701us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 753us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 541us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 479us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 737us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 694us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 721us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 760us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 624us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 826us/step 25/25 [==============================] - 0s 676us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 568us/step The average F1-Score of the train set is 0.8 +- 0.0057 The average F1-Score of the validation set is é 0.8 +- 0.007 The best fold was: 1 31/31 [==============================] - 0s 550us/step The F1-Score for the test data is: 0.48 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.80 % The Deviation of F1-Score is: 0.007 The Average sensitivity of this test is 36.54 % The Deviation of sensitivity is: 3.4 The Average Precision of this model is 62.78 % The Deviation of Precision is: 3.4 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.0093 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 688us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 817us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 704us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 679us/step 25/25 [==============================] - 0s 752us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 836us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 707us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 696us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 680us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 738us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 713us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 781us/step 25/25 [==============================] - 0s 898us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 740us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 752us/step 25/25 [==============================] - 0s 735us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 743us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 910us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 681us/step 25/25 [==============================] - 0s 794us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 729us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 904us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 704us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 762us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 775us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 732us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 780us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 750us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 680us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 787us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 729us/step 25/25 [==============================] - 0s 872us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 714us/step 25/25 [==============================] - 0s 752us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 746us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 759us/step 25/25 [==============================] - 0s 878us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 857us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 716us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 942us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 816us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 895us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 790us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 736us/step 25/25 [==============================] - 0s 720us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 2ms/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 918us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 941us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 954us/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 705us/step 25/25 [==============================] - 0s 651us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 788us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 770us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 805us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 699us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 698us/step 25/25 [==============================] - 0s 791us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 925us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 940us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 700us/step 25/25 [==============================] - 0s 766us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 919us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 698us/step 25/25 [==============================] - 0s 794us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 945us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 588us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 508us/step The average F1-Score of the train set is 0.8 +- 0.0034 The average F1-Score of the validation set is é 0.79 +- 0.0083 The best fold was: 1 31/31 [==============================] - 0s 505us/step The F1-Score for the test data is: 0.44 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0083 The Average sensitivity of this test is 35.95 % The Deviation of sensitivity is: 4.6 The Average Precision of this model is 59.42 % The Deviation of Precision is: 4.6 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.016 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 745us/step 25/25 [==============================] - 0s 876us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 989us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 719us/step 25/25 [==============================] - 0s 689us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 760us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 709us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 676us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 707us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 713us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 876us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 696us/step 25/25 [==============================] - 0s 731us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 761us/step 25/25 [==============================] - 0s 815us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 873us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 895us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 898us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 735us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 720us/step 25/25 [==============================] - 0s 689us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 882us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 939us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 763us/step 25/25 [==============================] - 0s 942us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 692us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 740us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 681us/step 25/25 [==============================] - 0s 691us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 793us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 790us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 794us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 752us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 827us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 707us/step 25/25 [==============================] - 0s 756us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 752us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 726us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 839us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 724us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 676us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 825us/step 25/25 [==============================] - 0s 759us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 736us/step 25/25 [==============================] - 0s 712us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 878us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 712us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 796us/step 25/25 [==============================] - 0s 793us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 681us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 862us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 676us/step 25/25 [==============================] - 0s 965us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 713us/step 25/25 [==============================] - 0s 794us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 680us/step 25/25 [==============================] - 0s 815us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 808us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 725us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 694us/step 25/25 [==============================] - 0s 858us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 853us/step 25/25 [==============================] - 0s 939us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 885us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 692us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 889us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 769us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 877us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 759us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 687us/step 25/25 [==============================] - 0s 834us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 777us/step 25/25 [==============================] - 0s 688us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 680us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 764us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 832us/step 25/25 [==============================] - 0s 733us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 724us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 689us/step 25/25 [==============================] - 0s 793us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 701us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 701us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 806us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 699us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 813us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 727us/step 25/25 [==============================] - 0s 963us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 895us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 764us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 680us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 612us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 688us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 778us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 752us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 902us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 960us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 697us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 650us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 717us/step The average F1-Score of the train set is 0.79 +- 0.0066 The average F1-Score of the validation set is é 0.79 +- 0.011 The best fold was: 1 31/31 [==============================] - 0s 667us/step The F1-Score for the test data is: 0.44 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.011 The Average sensitivity of this test is 39.15 % The Deviation of sensitivity is: 3.3 The Average Precision of this model is 58.92 % The Deviation of Precision is: 3.3 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.021
x_train_cv_l2, x_test_cv_l2=ML.normalize_L1_L2(X_train_cv, X_test_cv,'l2')
for neuron in range(1,15):
func_neural_pca(x_train_cv_l2, x_test_cv_l2, y_train_cv,y_test_cv,neuron,'L2',random_seed=123)
The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 475us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 482us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 831us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 521us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 587us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 466us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 709us/step 25/25 [==============================] - 0s 763us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 487us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 566us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 494us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 736us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 396us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 793us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 753us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 647us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 886us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 915us/step 25/25 [==============================] - 0s 900us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 850us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 734us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 714us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 831us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 624us/step 25/25 [==============================] - 0s 760us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 585us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 658us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 491us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 731us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 943us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 721us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 715us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 605us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 779us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 668us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.012 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 775us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 692us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 695us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 697us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 853us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 752us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 621us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 737us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 913us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 739us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 604us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 647us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 485us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 471us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 939us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 775us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 832us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 749us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 913us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 691us/step 25/25 [==============================] - 0s 734us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 710us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 706us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 768us/step 25/25 [==============================] - 0s 989us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 762us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 738us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 689us/step 25/25 [==============================] - 0s 972us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 460us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 567us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 797us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 709us/step 25/25 [==============================] - 0s 988us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 532us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 693us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 864us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 540us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 581us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.012 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 819us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 707us/step 25/25 [==============================] - 0s 733us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 725us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 606us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 608us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 775us/step 25/25 [==============================] - 0s 468us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 922us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 489us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 506us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 508us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 636us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 787us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 684us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 721us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 881us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 816us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 753us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 900us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 734us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 545us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 480us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 723us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 960us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 898us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 756us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 479us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 934us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 703us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.012 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 755us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 913us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 735us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 694us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 877us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 796us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2
c:\Users\DOUGL\Documents\Bootcamp\DouglasOliveiraSousa_RedesNeurais\ML (1)\ML\ML.py:211: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). fig, ax = plt.subplots(figsize=(11, 5))
98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 621us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 736us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 752us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 773us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 624us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 664us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 605us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 731us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 780us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 868us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 531us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 730us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 731us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 792us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 713us/step 25/25 [==============================] - 0s 731us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 630us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 528us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 642us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 467us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 460us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 628us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 612us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 539us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.013 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 1s 31ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 693us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 650us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 531us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 460us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 475us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 495us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 589us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 545us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 721us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 611us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 521us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 761us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 465us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 583us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 611us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 715us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 496us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 683us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 613us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 664us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 631us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.013 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 467us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 482us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 475us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 488us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 545us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 693us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 719us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 547us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 529us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 739us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 471us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 525us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 717us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 760us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 717us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 510us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 589us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 488us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 537us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 463us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 452us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 463us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 520us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 505us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 463us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 682us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 532us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 538us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 634us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 558us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.013 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 716us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 593us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 722us/step 25/25 [==============================] - 0s 682us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 612us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 758us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 470us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 478us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 996us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 518us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 575us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 677us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 688us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 532us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 698us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 770us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 605us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 525us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 641us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 746us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 661us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 752us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 775us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 935us/step 25/25 [==============================] - 0s 981us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 779us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 678us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 725us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 790us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 592us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 661us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 885us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.013 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 687us/step 25/25 [==============================] - 0s 689us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 812us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 799us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 834us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 793us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 684us/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 642us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 768us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 925us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 751us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 747us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 685us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 851us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 860us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 1s 39ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 794us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 624us/step 25/25 [==============================] - 0s 676us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 772us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 729us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 919us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 604us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 684us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 694us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 698us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 851us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 483us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 752us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 732us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 543us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 505us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 696us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 794us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 708us/step 25/25 [==============================] - 0s 756us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 719us/step 25/25 [==============================] - 0s 482us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 705us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 814us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 685us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 750us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 632us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 595us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 705us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 788us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 689us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 797us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 699us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 665us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 567us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 521us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 523us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.013 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 834us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 727us/step 25/25 [==============================] - 0s 723us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 771us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 772us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 795us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 779us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 829us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 739us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 768us/step 25/25 [==============================] - 0s 837us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 804us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 522us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 553us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 2ms/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 904us/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 753us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 960us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 752us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 702us/step 25/25 [==============================] - 0s 945us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 914us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 636us/step 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 720us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 796us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 952us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 679us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 826us/step 25/25 [==============================] - 0s 734us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 760us/step 25/25 [==============================] - 0s 832us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 774us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 690us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 733us/step 25/25 [==============================] - 0s 876us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 727us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 605us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 588us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 696us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 723us/step 25/25 [==============================] - 0s 949us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 482us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 526us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 785us/step 25/25 [==============================] - 0s 959us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 605us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 563us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 653us/step 25/25 [==============================] - 0s 838us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 781us/step 25/25 [==============================] - 0s 753us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 517us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 782us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 823us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.012 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 794us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 765us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 856us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 636us/step 25/25 [==============================] - 0s 486us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 746us/step 25/25 [==============================] - 0s 706us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 760us/step 25/25 [==============================] - 0s 485us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 637us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 472us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 526us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 534us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 793us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 602us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 668us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 630us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 497us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 716us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 816us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 737us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 741us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 515us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 605us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 478us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 882us/step 25/25 [==============================] - 0s 830us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 980us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 580us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 505us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 551us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 694us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 773us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 632us/step 25/25 [==============================] - 0s 527us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 683us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 905us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 482us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 467us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 563us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 534us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.013 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 466us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 692us/step 25/25 [==============================] - 0s 790us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 856us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 731us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 464us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 941us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 777us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 2ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 700us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 747us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 692us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 732us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 678us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 744us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 992us/step 25/25 [==============================] - 0s 689us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 953us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 821us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 677us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 584us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 569us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 695us/step 25/25 [==============================] - 0s 733us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 559us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 702us/step 25/25 [==============================] - 0s 734us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 745us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 736us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 922us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 790us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 605us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 697us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 729us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 691us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 696us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 709us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 731us/step 25/25 [==============================] - 0s 775us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 687us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 594us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 813us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 721us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 752us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 524us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 1s 38ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 604us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 647us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 622us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.012 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 704us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 728us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 610us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 469us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 605us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 821us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 698us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 834us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 632us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 543us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 748us/step 25/25 [==============================] - 0s 868us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 697us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 985us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 467us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 794us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 838us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 689us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 684us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 772us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 731us/step 25/25 [==============================] - 0s 752us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 774us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 551us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 542us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 888us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 960us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 653us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 485us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 880us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 690us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 680us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 716us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 739us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 920us/step 25/25 [==============================] - 0s 507us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 762us/step 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 878us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 995us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 438us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 718us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 775us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 522us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 649us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 503us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.012 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 719us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 781us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 725us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 675us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 745us/step 25/25 [==============================] - 0s 675us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 731us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 776us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 735us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 505us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 784us/step 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 734us/step 25/25 [==============================] - 0s 688us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 691us/step 25/25 [==============================] - 0s 508us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 581us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 668us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 464us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 700us/step 25/25 [==============================] - 0s 691us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 693us/step 25/25 [==============================] - 1s 55ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 471us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 480us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 521us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 684us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 601us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 727us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 733us/step 25/25 [==============================] - 0s 733us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 393us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 422us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 704us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 386us/step 25/25 [==============================] - 0s 409us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 0s/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 684us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 675us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 67us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 255us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 765us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 703us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 705us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 305us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 413us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 615us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 100us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.012 The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 474us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 682us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 634us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 364us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 397us/step 25/25 [==============================] - 0s 285us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 705us/step 25/25 [==============================] - 0s 55us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 352us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 382us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 328us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 146us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 869us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 667us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 742us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 335us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 472us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 103us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 634us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 509us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 423us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 422us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 460us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 116us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 87us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 982us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 365us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 436us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 304us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 379us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 465us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 386us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 101us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 433us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 405us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 503us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 421us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 431us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 374us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 421us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 433us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 213us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 375us/step 25/25 [==============================] - 1s 38ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 471us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 991us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 402us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 253us/step The number of components required to explain 80% of the variance for this model was 2 self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 375us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 406us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 604us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 491us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 436us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 344us/step 25/25 [==============================] - 0s 996us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 354us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 2 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 712us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 699us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 595us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 2 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.68 % The Deviation of accuracy is: 0.013
for neuron in range(1,15):
func_neural_nopca(x_train_cv_l2, x_test_cv_l2, y_train_cv,y_test_cv,neuron,'L2',random_seed=123)
self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 972us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 394us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 363us/step 25/25 [==============================] - 0s 765us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 886us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 419us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 365us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 807us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 253us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 823us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 990us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 726us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 420us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 58us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 1s 577us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 413us/step 25/25 [==============================] - 0s 83us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 969us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 127us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 984us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 347us/step 25/25 [==============================] - 0s 869us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 926us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 338us/step 25/25 [==============================] - 0s 723us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 982us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 803us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 796us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 996us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 368us/step 25/25 [==============================] - 0s 731us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 937us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 432us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 545us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 252us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 839us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 980us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 403us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 789us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 362us/step 25/25 [==============================] - 0s 852us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 336us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 50us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 878us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 379us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 341us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 561us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 418us/step The average F1-Score of the train set is 0.79 +- 0.0038 The average F1-Score of the validation set is é 0.79 +- 0.0095 The best fold was: 1 31/31 [==============================] - 0s 235us/step The F1-Score for the test data is: 0.42 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0095 The Average sensitivity of this test is 34.76 % The Deviation of sensitivity is: 4.4 The Average Precision of this model is 59.34 % The Deviation of Precision is: 4.4 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0075 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 790us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 440us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 716us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 764us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 432us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 389us/step 25/25 [==============================] - 0s 749us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 986us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 358us/step 25/25 [==============================] - 0s 779us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 996us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 402us/step 25/25 [==============================] - 0s 831us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 347us/step 25/25 [==============================] - 0s 897us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 381us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 591us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 454us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 324us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 388us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 416us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 880us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 720us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 829us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 433us/step 25/25 [==============================] - 0s 704us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 678us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 364us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 607us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 396us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 402us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 518us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 354us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 365us/step 25/25 [==============================] - 0s 926us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 416us/step 25/25 [==============================] - 0s 868us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 42us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 376us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 172us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 417us/step 25/25 [==============================] - 0s 823us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 425us/step 25/25 [==============================] - 0s 913us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 291us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 419us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 4us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 385us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 694us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 380us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 950us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 458us/step The average F1-Score of the train set is 0.79 +- 0.0049 The average F1-Score of the validation set is é 0.78 +- 0.0074 The best fold was: 4 31/31 [==============================] - 0s 33us/step The F1-Score for the test data is: 0.45 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0074 The Average sensitivity of this test is 34.87 % The Deviation of sensitivity is: 3.0 The Average Precision of this model is 57.15 % The Deviation of Precision is: 3.0 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.01 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 414us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 398us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 42us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 362us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 405us/step 25/25 [==============================] - 0s 963us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 451us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 415us/step 25/25 [==============================] - 0s 868us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 3us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 42us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 344us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 991us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 402us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 4us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 173us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 417us/step 25/25 [==============================] - 0s 911us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 651us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 434us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 466us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 216us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 356us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 297us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 352us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 701us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 440us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 291us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 389us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 357us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 425us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 747us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 353us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 384us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 959us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 418us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 356us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 425us/step 25/25 [==============================] - 0s 787us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 697us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 90us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 907us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 363us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 719us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 634us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 87us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 1ms/step The average F1-Score of the train set is 0.79 +- 0.0055 The average F1-Score of the validation set is é 0.78 +- 0.013 The best fold was: 4 31/31 [==============================] - 0s 136us/step The F1-Score for the test data is: 0.45 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.013 The Average sensitivity of this test is 32.97 % The Deviation of sensitivity is: 6.1 The Average Precision of this model is 59.15 % The Deviation of Precision is: 6.1 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0076 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 385us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 371us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 405us/step 25/25 [==============================] - 0s 827us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 723us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 384us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 385us/step 25/25 [==============================] - 0s 870us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 365us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 993us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 213us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 784us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 423us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 914us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 830us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 436us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 405us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 375us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 83us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 84us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 367us/step 25/25 [==============================] - 0s 954us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 425us/step 25/25 [==============================] - 0s 784us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 417us/step 25/25 [==============================] - 0s 951us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 364us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 414us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 384us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 333us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 951us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 636us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 1s 32ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 407us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 382us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 537us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 804us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 416us/step 25/25 [==============================] - 0s 952us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 416us/step 25/25 [==============================] - 0s 949us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 595us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 432us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 428us/step 25/25 [==============================] - 0s 831us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 416us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 547us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 991us/step The average F1-Score of the train set is 0.79 +- 0.0085 The average F1-Score of the validation set is é 0.78 +- 0.012 The best fold was: 4 31/31 [==============================] - 0s 571us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 31.55 % The Deviation of sensitivity is: 5.5 The Average Precision of this model is 56.77 % The Deviation of Precision is: 5.5 The Average accuracy of this model is 0.81 % The Deviation of accuracy is: 0.011 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 367us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 421us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 362us/step 25/25 [==============================] - 0s 950us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 210us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 871us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 1s 33ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 993us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 418us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 827us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 332us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 432us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 754us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 436us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 335us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 373us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 414us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 659us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 991us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 399us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 445us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 423us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 993us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 357us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 416us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 429us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 868us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 428us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 996us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 366us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 371us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 378us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 829us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 396us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 746us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 503us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 781us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 213us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 168us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 362us/step 25/25 [==============================] - 0s 873us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 912us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 430us/step 25/25 [==============================] - 0s 871us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 829us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 434us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 3us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 1ms/step The average F1-Score of the train set is 0.79 +- 0.0085 The average F1-Score of the validation set is é 0.78 +- 0.011 The best fold was: 4 31/31 [==============================] - 0s 401us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.011 The Average sensitivity of this test is 33.33 % The Deviation of sensitivity is: 3.1 The Average Precision of this model is 57.00 % The Deviation of Precision is: 3.1 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0077 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 447us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 991us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 405us/step 25/25 [==============================] - 0s 828us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 354us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 823us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 407us/step 25/25 [==============================] - 0s 953us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 955us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 867us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 992us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 724us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 636us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 127us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 632us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 402us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 653us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 726us/step 25/25 [==============================] - 0s 533us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 787us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 823us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 350us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 754us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 911us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 624us/step 25/25 [==============================] - 0s 256us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 386us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 422us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 952us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 416us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 403us/step 25/25 [==============================] - 0s 869us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 249us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 709us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 822us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 290us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 290us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 916us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 391us/step 25/25 [==============================] - 0s 865us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 387us/step 25/25 [==============================] - 0s 716us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 742us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 458us/step The average F1-Score of the train set is 0.79 +- 0.0039 The average F1-Score of the validation set is é 0.79 +- 0.0081 The best fold was: 1 31/31 [==============================] - 0s 659us/step The F1-Score for the test data is: 0.45 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0081 The Average sensitivity of this test is 34.29 % The Deviation of sensitivity is: 3.4 The Average Precision of this model is 60.55 % The Deviation of Precision is: 3.4 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0068 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 365us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 632us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 827us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 352us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 788us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 4us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 418us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 168us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 291us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 85us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 1s 34ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 43us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 407us/step 25/25 [==============================] - 0s 827us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 374us/step 25/25 [==============================] - 0s 956us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 706us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 510us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 402us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 676us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 293us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 252us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 397us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 827us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 336us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 133us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 911us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 676us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 127us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 781us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 912us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 343us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 676us/step 25/25 [==============================] - 0s 828us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 352us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 436us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 172us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 438us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 952us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 420us/step The average F1-Score of the train set is 0.79 +- 0.0079 The average F1-Score of the validation set is é 0.78 +- 0.014 The best fold was: 1 31/31 [==============================] - 0s 759us/step The F1-Score for the test data is: 0.37 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.014 The Average sensitivity of this test is 32.74 % The Deviation of sensitivity is: 6.1 The Average Precision of this model is 59.19 % The Deviation of Precision is: 6.1 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.012 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 373us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 556us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 428us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 772us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 876us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 405us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 702us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 950us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 827us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 433us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 998us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 952us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 396us/step 25/25 [==============================] - 0s 907us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 537us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 994us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 667us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 868us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 727us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 488us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 380us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 338us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 677us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 350us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 394us/step 25/25 [==============================] - 0s 907us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 632us/step 25/25 [==============================] - 0s 298us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 695us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 172us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 906us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 781us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 746us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 717us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 381us/step 25/25 [==============================] - 0s 990us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 869us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 166us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 341us/step 25/25 [==============================] - 0s 291us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 429us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 515us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 414us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 173us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 952us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 249us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 413us/step 25/25 [==============================] - 0s 995us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 406us/step 25/25 [==============================] - 0s 824us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 462us/step The average F1-Score of the train set is 0.79 +- 0.0062 The average F1-Score of the validation set is é 0.78 +- 0.0079 The best fold was: 2 31/31 [==============================] - 0s 625us/step The F1-Score for the test data is: 0.42 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0079 The Average sensitivity of this test is 34.88 % The Deviation of sensitivity is: 2.7 The Average Precision of this model is 57.95 % The Deviation of Precision is: 2.7 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0065 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 252us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 354us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 953us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 257us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 780us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 577us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 295us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 1s 673us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 653us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 91us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 787us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 434us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 823us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 455us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 634us/step 25/25 [==============================] - 0s 332us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 213us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 995us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 530us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 251us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 387us/step 25/25 [==============================] - 0s 997us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 782us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 366us/step 25/25 [==============================] - 0s 994us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 796us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 426us/step 25/25 [==============================] - 0s 991us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 385us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 363us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 3us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 376us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 653us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 356us/step 25/25 [==============================] - 0s 642us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 828us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 210us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 994us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 528us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 321us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 393us/step 25/25 [==============================] - 0s 868us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 401us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 173us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 347us/step 25/25 [==============================] - 0s 995us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 704us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 86us/step The average F1-Score of the train set is 0.79 +- 0.0074 The average F1-Score of the validation set is é 0.78 +- 0.014 The best fold was: 1 31/31 [==============================] - 0s 860us/step The F1-Score for the test data is: 0.35 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.014 The Average sensitivity of this test is 31.90 % The Deviation of sensitivity is: 9.5 The Average Precision of this model is 58.87 % The Deviation of Precision is: 9.5 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0099 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 381us/step 25/25 [==============================] - 0s 996us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 914us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 912us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 131us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 129us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 915us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 869us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 952us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 382us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 394us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 358us/step 25/25 [==============================] - 0s 950us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 367us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 701us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 653us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 331us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 696us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 442us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 338us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 498us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 488us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 416us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 657us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 168us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 338us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 870us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 268us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 1s 35ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 785us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 424us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 399us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 335us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 436us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 355us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 681us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 950us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 375us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 418us/step 25/25 [==============================] - 0s 824us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 584us/step The average F1-Score of the train set is 0.79 +- 0.0061 The average F1-Score of the validation set is é 0.79 +- 0.011 The best fold was: 1 31/31 [==============================] - 0s 69us/step The F1-Score for the test data is: 0.39 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.011 The Average sensitivity of this test is 34.64 % The Deviation of sensitivity is: 4.0 The Average Precision of this model is 59.65 % The Deviation of Precision is: 4.0 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0095 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 636us/step 25/25 [==============================] - 0s 165us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 222us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 390us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 913us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 291us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 132us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 456us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 357us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 83us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 437us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 387us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 46us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 391us/step 25/25 [==============================] - 0s 952us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 380us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 426us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 405us/step 25/25 [==============================] - 0s 865us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 512us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 827us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 46us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 916us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 653us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 374us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 356us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 865us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 873us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 569us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 42us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 632us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 704us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 379us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 912us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 951us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 653us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 704us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 433us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 679us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 0s/step The average F1-Score of the train set is 0.78 +- 0.0082 The average F1-Score of the validation set is é 0.78 +- 0.012 The best fold was: 1 31/31 [==============================] - 0s 474us/step The F1-Score for the test data is: 0.39 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 32.16 % The Deviation of sensitivity is: 5.2 The Average Precision of this model is 59.11 % The Deviation of Precision is: 5.2 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.011 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 828us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 375us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 632us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 704us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 745us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 430us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 907us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 291us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 440us/step 25/25 [==============================] - 0s 949us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 365us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 370us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 404us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 253us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 711us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 126us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 632us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 311us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 83us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 739us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 864us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 125us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 355us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 755us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 291us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 415us/step 25/25 [==============================] - 0s 786us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 83us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 335us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 330us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 951us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 397us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 423us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 829us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 949us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 458us/step The average F1-Score of the train set is 0.79 +- 0.0088 The average F1-Score of the validation set is é 0.78 +- 0.0072 The best fold was: 1 31/31 [==============================] - 0s 967us/step The F1-Score for the test data is: 0.38 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0072 The Average sensitivity of this test is 33.93 % The Deviation of sensitivity is: 3.6 The Average Precision of this model is 58.57 % The Deviation of Precision is: 3.6 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.011 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 954us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 432us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 384us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 411us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 396us/step 25/25 [==============================] - 0s 949us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 416us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 728us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 949us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 397us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 831us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 371us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 252us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 787us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 335us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 517us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 350us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 397us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 1s 467us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 426us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 636us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 256us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 868us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 374us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 918us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 402us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 398us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 824us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 828us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 950us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 683us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 323us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 211us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 389us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 865us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 952us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 953us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 634us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 399us/step 25/25 [==============================] - 0s 951us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 387us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 371us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 825us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 588us/step The average F1-Score of the train set is 0.79 +- 0.0088 The average F1-Score of the validation set is é 0.79 +- 0.003 The best fold was: 3 31/31 [==============================] - 0s 791us/step The F1-Score for the test data is: 0.44 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.003 The Average sensitivity of this test is 31.08 % The Deviation of sensitivity is: 4.9 The Average Precision of this model is 64.21 % The Deviation of Precision is: 4.9 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0085 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 440us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 736us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 869us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 746us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 868us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 828us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 498us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 354us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 380us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 560us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 827us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 489us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 418us/step 25/25 [==============================] - 0s 952us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 993us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 83us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 912us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 171us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 371us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 676us/step 25/25 [==============================] - 0s 83us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 872us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 868us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 869us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 547us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 125us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 1000us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 92us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 398us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 739us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 290us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 997us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 173us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 403us/step 25/25 [==============================] - 0s 994us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 405us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 378us/step 25/25 [==============================] - 0s 991us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 354us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 953us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 540us/step The average F1-Score of the train set is 0.78 +- 0.011 The average F1-Score of the validation set is é 0.78 +- 0.012 The best fold was: 1 31/31 [==============================] - 0s 728us/step The F1-Score for the test data is: 0.4 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 30.85 % The Deviation of sensitivity is: 4.9 The Average Precision of this model is 59.41 % The Deviation of Precision is: 4.9 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.01
x_train_cv_l1, x_test_cv_l1=ML.normalize_L1_L2(X_train_cv, X_test_cv, 'l1')
for neuron in range(1,15):
func_neural_pca(x_train_cv_l1, x_test_cv_l1, y_train_cv,y_test_cv,neuron,'L1',random_seed=123)
The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 365us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 353us/step 25/25 [==============================] - 0s 746us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 426us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 424us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 382us/step 25/25 [==============================] - 0s 735us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 931us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 569us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 387us/step 25/25 [==============================] - 0s 881us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 366us/step 25/25 [==============================] - 0s 832us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 343us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 252us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 677us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 338us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 330us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 333us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 193us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 46us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 873us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 811us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 721us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 285us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 432us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 420us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 130us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 965us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 855us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 344us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 718us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 991us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 756us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 153us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 213us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 464us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 520us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 738us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 347us/step 25/25 [==============================] - 0s 958us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 989us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 48us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 990us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 1ms/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.017 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 915us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 933us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 433us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 890us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 426us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 127us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 964us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 949us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 292us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 46us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 998us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 352us/step 25/25 [==============================] - 0s 725us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 344us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 336us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 350us/step 25/25 [==============================] - 0s 722us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 425us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 291us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 46us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 41us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 999us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 430us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 388us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 363us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 340us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 379us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 703us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 960us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 381us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 354us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 305us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 951us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 213us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 409us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 252us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 0s/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 376us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 347us/step 25/25 [==============================] - 0s 861us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 318us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 566us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 338us/step 25/25 [==============================] - 0s 886us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 90us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 862us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 704us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 302us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.018 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 984us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 354us/step 25/25 [==============================] - 0s 817us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 480us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 432us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 425us/step 25/25 [==============================] - 0s 111us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 995us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 497us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 789us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 414us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 351us/step 25/25 [==============================] - 0s 786us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 385us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 765us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 831us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 391us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 385us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 384us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 787us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 418us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 997us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 336us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 982us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 351us/step 25/25 [==============================] - 0s 762us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 624us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 59us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 983us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 333us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 341us/step 25/25 [==============================] - 0s 873us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 532us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 827us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 857us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 756us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 1ms/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.017 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 380us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 350us/step 25/25 [==============================] - 0s 801us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 391us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 128us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 740us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3
c:\Users\DOUGL\Documents\Bootcamp\DouglasOliveiraSousa_RedesNeurais\ML (1)\ML\ML.py:211: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). fig, ax = plt.subplots(figsize=(11, 5))
98/98 [==============================] - 0s 338us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 942us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 389us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 345us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 720us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 561us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 424us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 912us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 386us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 511us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 726us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 963us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 524us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 417us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 754us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 636us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 375us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 919us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 922us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 352us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 403us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 363us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 658us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 996us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 516us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 877us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 517us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 994us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 373us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 382us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 483us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 253us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 137us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.017 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 754us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 953us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 931us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 600us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 365us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 416us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 375us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 649us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 417us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 670us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 376us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 384us/step 25/25 [==============================] - 0s 795us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 919us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 417us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 46us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 997us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 394us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 984us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 406us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 389us/step 25/25 [==============================] - 0s 661us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 990us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 399us/step 25/25 [==============================] - 0s 215us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 787us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 345us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 704us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 127us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 430us/step 25/25 [==============================] - 0s 131us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 619us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 340us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 343us/step 25/25 [==============================] - 0s 970us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 385us/step 25/25 [==============================] - 0s 42us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 351us/step 25/25 [==============================] - 0s 913us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 430us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 974us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 552us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 345us/step 25/25 [==============================] - 0s 800us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 402us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 128us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 869us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 912us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.017 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 886us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 489us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 424us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 351us/step 25/25 [==============================] - 0s 823us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 416us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 332us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 662us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 921us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 946us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 6us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 364us/step 25/25 [==============================] - 0s 934us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 953us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 379us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 46us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 350us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 385us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 623us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 912us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 493us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 892us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 416us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 340us/step 25/25 [==============================] - 0s 757us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 941us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 420us/step 25/25 [==============================] - 0s 130us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 741us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 637us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 766us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 64us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 513us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 629us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 333us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 43us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 350us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 914us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 558us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 363us/step 25/25 [==============================] - 0s 944us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 955us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 632us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 772us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 962us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 562us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 357us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 419us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 88us/step The average F1-Score of the train set is 0.69 +- 0.0005 The average F1-Score of the validation set is é 0.69 +- 0.0011 The best fold was: 2 31/31 [==============================] - 0s 756us/step The F1-Score for the test data is: 0.0092 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.0011 The Average sensitivity of this test is 0.12 % The Deviation of sensitivity is: 1e+01 The Average Precision of this model is 5.00 % The Deviation of Precision is: 1e+01 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.017 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 951us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 618us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 812us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 420us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 415us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 763us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 391us/step 25/25 [==============================] - 0s 92us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 503us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 374us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 423us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 132us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 553us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 404us/step 25/25 [==============================] - 0s 84us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 597us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 996us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 371us/step 25/25 [==============================] - 0s 812us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 342us/step 25/25 [==============================] - 0s 839us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 575us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 420us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 828us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 457us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 47us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 741us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 538us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 391us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 916us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 337us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 417us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 130us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 828us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 523us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 434us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 353us/step 25/25 [==============================] - 0s 778us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 982us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 255us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 909us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The average F1-Score of the train set is 0.69 +- 0.00017 The average F1-Score of the validation set is é 0.69 +- 0.0018 The best fold was: 2 31/31 [==============================] - 0s 463us/step The F1-Score for the test data is: 0.0093 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.0018 The Average sensitivity of this test is 0.12 % The Deviation of sensitivity is: 4e+01 The Average Precision of this model is 20.00 % The Deviation of Precision is: 4e+01 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.017 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 904us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 977us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 777us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 545us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 344us/step 25/25 [==============================] - 0s 823us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 351us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 907us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 947us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 925us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 334us/step 25/25 [==============================] - 0s 818us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 45us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 768us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 994us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 389us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 365us/step 25/25 [==============================] - 0s 882us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 514us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 416us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 903us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 868us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 955us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 398us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 960us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 364us/step 25/25 [==============================] - 0s 762us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 985us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 868us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 636us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 923us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 461us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 175us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 340us/step 25/25 [==============================] - 0s 834us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 356us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 807us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 595us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 596us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 419us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 202us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.017 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 484us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 487us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 624us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 530us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 503us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 973us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 880us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 389us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 797us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 436us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 404us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 388us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 231us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 420us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 46us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 697us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 846us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 907us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 832us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 64us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 973us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 42us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 699us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 428us/step 25/25 [==============================] - 0s 127us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 854us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 338us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 338us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 925us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 624us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 362us/step 25/25 [==============================] - 0s 846us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 740us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 586us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 213us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 493us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 338us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 846us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 514us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 337us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 104us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.018 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 576us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 398us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 391us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 881us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 676us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 836us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 649us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 292us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 338us/step 25/25 [==============================] - 0s 847us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 358us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 340us/step 25/25 [==============================] - 0s 883us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 891us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 983us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 212us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 661us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 925us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 368us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 382us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 338us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 355us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 337us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 658us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 998us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 297us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 567us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 650us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 254us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 341us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 687us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 364us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 337us/step 25/25 [==============================] - 0s 877us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 379us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 577us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 270us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.017 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 394us/step 25/25 [==============================] - 0s 90us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 590us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 564us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 846us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 962us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 420us/step 25/25 [==============================] - 0s 91us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 420us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 170us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 740us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 409us/step 25/25 [==============================] - 0s 85us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 741us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 942us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 805us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 418us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 988us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 373us/step 25/25 [==============================] - 0s 848us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 421us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 173us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 173us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 54us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 782us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 447us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 415us/step 25/25 [==============================] - 0s 69us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 1s 44ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 656us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 413us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 375us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 645us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 336us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 933us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 385us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 387us/step 25/25 [==============================] - 0s 789us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 429us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 382us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 857us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 351us/step 25/25 [==============================] - 0s 842us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 947us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 365us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 991us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 882us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 420us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 373us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 277us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 459us/step The average F1-Score of the train set is 0.69 +- 0.0012 The average F1-Score of the validation set is é 0.69 +- 0.002 The best fold was: 2 31/31 [==============================] - 0s 236us/step The F1-Score for the test data is: 0.027 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.002 The Average sensitivity of this test is 0.24 % The Deviation of sensitivity is: 1.3e+01 The Average Precision of this model is 6.67 % The Deviation of Precision is: 1.3e+01 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.014 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 624us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 406us/step 25/25 [==============================] - 0s 84us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 678us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 172us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 998us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 930us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 1s 44ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 172us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 534us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 253us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 0s/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 432us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 357us/step 25/25 [==============================] - 0s 861us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 57us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 676us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 994us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 403us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 781us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 358us/step 25/25 [==============================] - 0s 808us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 375us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 944us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 413us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 870us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 894us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 42us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 591us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 343us/step 25/25 [==============================] - 0s 850us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 776us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 426us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 351us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 366us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 379us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 437us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 898us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 371us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 494us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 84us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 940us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 398us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 91us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 388us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 880us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 350us/step 25/25 [==============================] - 0s 907us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 498us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 253us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 106us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.017 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 996us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 803us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 341us/step 25/25 [==============================] - 0s 856us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 362us/step 25/25 [==============================] - 0s 706us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 373us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 399us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 340us/step 25/25 [==============================] - 0s 805us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 771us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 420us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 5us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 678us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 357us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 350us/step 25/25 [==============================] - 0s 898us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 402us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 250us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 656us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 249us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 641us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 831us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 345us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 823us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 896us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 884us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 986us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 353us/step 25/25 [==============================] - 0s 781us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.7 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 379us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 884us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 805us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 422us/step 25/25 [==============================] - 0s 205us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 823us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 433us/step 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 420us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 905us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 810us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 344us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 679us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 403us/step 25/25 [==============================] - 0s 65us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 639us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 535us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 371us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The average F1-Score of the train set is 0.69 +- 0.0044 The average F1-Score of the validation set is é 0.69 +- 0.0016 The best fold was: 2 31/31 [==============================] - 0s 467us/step The F1-Score for the test data is: 0.018 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.0016 The Average sensitivity of this test is 0.48 % The Deviation of sensitivity is: 8.9 The Average Precision of this model is 4.44 % The Deviation of Precision is: 8.9 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.014 The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 382us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 955us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 379us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 432us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 422us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 542us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 212us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 653us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 917us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 954us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 872us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 369us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 43us/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 436us/step 25/25 [==============================] - 0s 53us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 256us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 337us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 827us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 519us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 914us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 876us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 986us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 84us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 152us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 208us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 0s/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 942us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 343us/step 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 341us/step 25/25 [==============================] - 0s 995us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 549us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 612us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 399us/step 25/25 [==============================] - 0s 811us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 770us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 1ms/step The number of components required to explain 80% of the variance for this model was 3 self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 536us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 873us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 979us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 338us/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 3 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.69 The results of this validation's F1-Score is 0.69 25/25 [==============================] - 0s 336us/step The average F1-Score of the train set is 0.69 +- 0.0002 The average F1-Score of the validation set is é 0.69 +- 0.00081 The best fold was: 1 31/31 [==============================] - 0s 100us/step The F1-Score for the test data is: 0.0 with the best model ===============================Summary of analysis==================================== The amount of components required to explain 80% variance of the best model is 3 The Average F1-Score of this test is 0.69 % The Deviation of F1-Score is: 0.00081 The Average sensitivity of this test is 0.00 % The Deviation of sensitivity is: 0.0 The Average Precision of this model is 0.00 % The Deviation of Precision is: 0.0 The Average accuracy of this model is 0.70 % The Deviation of accuracy is: 0.017
for neuron in range(1,15):
func_neural_nopca(x_train_cv_l1, x_test_cv_l1, y_train_cv,y_test_cv,neuron,'L1',random_seed=123)
self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 420us/step 25/25 [==============================] - 0s 43us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 374us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 615us/step 25/25 [==============================] - 0s 611us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 881us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 844us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 852us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 957us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 869us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 127us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 994us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 996us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 573us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 617us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 555us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 428us/step 25/25 [==============================] - 0s 191us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 343us/step 25/25 [==============================] - 0s 856us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 658us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 936us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 834us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 565us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 772us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 381us/step 25/25 [==============================] - 0s 61us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 374us/step 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 253us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 346us/step 25/25 [==============================] - 0s 788us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 353us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 966us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 213us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 959us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 206us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 554us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 761us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 586us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 842us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 818us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 619us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 255us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 677us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 776us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 363us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 342us/step 25/25 [==============================] - 0s 985us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 430us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 379us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 895us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 254us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 46us/step The average F1-Score of the train set is 0.78 +- 0.0056 The average F1-Score of the validation set is é 0.78 +- 0.015 The best fold was: 1 31/31 [==============================] - 0s 761us/step The F1-Score for the test data is: 0.42 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.015 The Average sensitivity of this test is 34.40 % The Deviation of sensitivity is: 6.1 The Average Precision of this model is 55.10 % The Deviation of Precision is: 6.1 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0054 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 338us/step 25/25 [==============================] - 0s 837us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 342us/step 25/25 [==============================] - 0s 756us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 441us/step 25/25 [==============================] - 0s 257us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 394us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 252us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 362us/step 25/25 [==============================] - 0s 697us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 116us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 429us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 2us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 345us/step 25/25 [==============================] - 0s 946us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 539us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 722us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 209us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 340us/step 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 331us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 410us/step 25/25 [==============================] - 0s 173us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 396us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 355us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 637us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 914us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 295us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 437us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 430us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 396us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 719us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 466us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 373us/step 25/25 [==============================] - 0s 725us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 390us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 380us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 357us/step 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 682us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 340us/step 25/25 [==============================] - 0s 831us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 665us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 417us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 100us/step The average F1-Score of the train set is 0.79 +- 0.0035 The average F1-Score of the validation set is é 0.78 +- 0.0083 The best fold was: 1 31/31 [==============================] - 0s 735us/step The F1-Score for the test data is: 0.44 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0083 The Average sensitivity of this test is 32.03 % The Deviation of sensitivity is: 4.7 The Average Precision of this model is 59.40 % The Deviation of Precision is: 4.7 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0076 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 829us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 789us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 420us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 623us/step 25/25 [==============================] - 0s 592us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 255us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 340us/step 25/25 [==============================] - 0s 767us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 342us/step 25/25 [==============================] - 0s 800us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 170us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 628us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 373us/step 25/25 [==============================] - 0s 799us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 759us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 385us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 338us/step 25/25 [==============================] - 0s 922us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 643us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 914us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 659us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 988us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 836us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 588us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 635us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 818us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 817us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 350us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 550us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 343us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 396us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 408us/step 25/25 [==============================] - 0s 128us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 871us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 911us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 348us/step 25/25 [==============================] - 0s 788us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 350us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 339us/step 25/25 [==============================] - 0s 818us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 374us/step 25/25 [==============================] - 0s 4us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 458us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 126us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 864us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 982us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 986us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 345us/step 25/25 [==============================] - 0s 878us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 57us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 411us/step 25/25 [==============================] - 0s 793us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 643us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 291us/step The average F1-Score of the train set is 0.78 +- 0.01 The average F1-Score of the validation set is é 0.79 +- 0.0085 The best fold was: 4 31/31 [==============================] - 0s 367us/step The F1-Score for the test data is: 0.48 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0085 The Average sensitivity of this test is 35.46 % The Deviation of sensitivity is: 5.4 The Average Precision of this model is 59.52 % The Deviation of Precision is: 5.4 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0065 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 622us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 360us/step 25/25 [==============================] - 0s 768us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 340us/step 25/25 [==============================] - 0s 955us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 209us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 609us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 349us/step 25/25 [==============================] - 0s 631us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 414us/step 25/25 [==============================] - 0s 894us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 425us/step 25/25 [==============================] - 0s 873us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 414us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 130us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 87us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 1ms/step 25/25 [==============================] - 0s 766us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 689us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 787us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 425us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 87us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 970us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 406us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 436us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 598us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 597us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 434us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 952us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 906us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 442us/step 25/25 [==============================] - 0s 943us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 918us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 43us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 613us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 632us/step 25/25 [==============================] - 0s 216us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 677us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 875us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 814us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 865us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 566us/step 25/25 [==============================] - 0s 174us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 954us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 676us/step 25/25 [==============================] - 0s 252us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 992us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 742us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 907us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 629us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 873us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 274us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 800us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 293us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 911us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 367us/step 25/25 [==============================] - 0s 124us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 993us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 583us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 584us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 449us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 589us/step 25/25 [==============================] - 0s 461us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step The average F1-Score of the train set is 0.79 +- 0.0023 The average F1-Score of the validation set is é 0.78 +- 0.0092 The best fold was: 1 31/31 [==============================] - 0s 238us/step The F1-Score for the test data is: 0.43 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0092 The Average sensitivity of this test is 33.82 % The Deviation of sensitivity is: 4.5 The Average Precision of this model is 58.15 % The Deviation of Precision is: 4.5 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0096 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 347us/step 25/25 [==============================] - 0s 499us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 396us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 351us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 373us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 823us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 335us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 852us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 428us/step 25/25 [==============================] - 0s 753us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 416us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 358us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 1s 43ms/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 369us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 388us/step 25/25 [==============================] - 0s 557us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 914us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 867us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 603us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 125us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 421us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 926us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 576us/step 25/25 [==============================] - 0s 807us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 913us/step 25/25 [==============================] - 0s 855us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 680us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 589us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 796us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 961us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 568us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 521us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 606us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 738us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 720us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 575us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 620us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 721us/step 25/25 [==============================] - 0s 941us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 627us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 663us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 793us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 596us/step 25/25 [==============================] - 0s 960us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 1s 724us/step 25/25 [==============================] - 0s 844us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 544us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 586us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 553us/step 25/25 [==============================] - 0s 548us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 833us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 769us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 608us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 630us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 563us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 573us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 596us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 772us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 536us/step 25/25 [==============================] - 0s 626us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 690us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 600us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 1ms/step The average F1-Score of the train set is 0.79 +- 0.0036 The average F1-Score of the validation set is é 0.79 +- 0.011 The best fold was: 4 31/31 [==============================] - 0s 596us/step The F1-Score for the test data is: 0.42 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.011 The Average sensitivity of this test is 34.75 % The Deviation of sensitivity is: 5.4 The Average Precision of this model is 58.98 % The Deviation of Precision is: 5.4 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0088 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 605us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 632us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 689us/step 25/25 [==============================] - 0s 522us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 728us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 946us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 863us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 582us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 424us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 824us/step 25/25 [==============================] - 0s 810us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 452us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 381us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 821us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 708us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 936us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 497us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 500us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 415us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 1s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 964us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 433us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 911us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 430us/step 25/25 [==============================] - 0s 692us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 359us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 422us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 563us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 541us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 950us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 906us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 393us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 896us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 208us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 489us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 832us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 955us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 834us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 58us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 249us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 624us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 463us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 503us/step 25/25 [==============================] - 0s 720us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 959us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 439us/step 25/25 [==============================] - 0s 599us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 995us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 788us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 521us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 582us/step 25/25 [==============================] - 0s 396us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 872us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 462us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 786us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 299us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 547us/step The average F1-Score of the train set is 0.79 +- 0.003 The average F1-Score of the validation set is é 0.78 +- 0.0073 The best fold was: 1 31/31 [==============================] - 0s 792us/step The F1-Score for the test data is: 0.46 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0073 The Average sensitivity of this test is 33.34 % The Deviation of sensitivity is: 6.3 The Average Precision of this model is 59.42 % The Deviation of Precision is: 6.3 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0089 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 339us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 525us/step 25/25 [==============================] - 0s 756us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 995us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 664us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 763us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 953us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 317us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 917us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 362us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 435us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 546us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 465us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 420us/step 25/25 [==============================] - 0s 380us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 702us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 914us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 429us/step 25/25 [==============================] - 0s 340us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 127us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 339us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 423us/step 25/25 [==============================] - 0s 379us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 733us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 115us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 345us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.81 25/25 [==============================] - 0s 129us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 378us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 790us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 625us/step 25/25 [==============================] - 0s 960us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 255us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 912us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 506us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 971us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 471us/step 25/25 [==============================] - 0s 829us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 688us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 434us/step 25/25 [==============================] - 0s 299us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 823us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 969us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 382us/step 25/25 [==============================] - 0s 570us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 366us/step 25/25 [==============================] - 0s 681us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 995us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 378us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 258us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 653us/step 25/25 [==============================] - 0s 871us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 91us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 378us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 371us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 647us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 107us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 394us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 371us/step 25/25 [==============================] - 0s 35us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 580us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 780us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 638us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 540us/step 25/25 [==============================] - 0s 47us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 613us/step 25/25 [==============================] - 0s 307us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 10us/step The average F1-Score of the train set is 0.79 +- 0.007 The average F1-Score of the validation set is é 0.79 +- 0.012 The best fold was: 1 31/31 [==============================] - 0s 1ms/step The F1-Score for the test data is: 0.43 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.012 The Average sensitivity of this test is 34.64 % The Deviation of sensitivity is: 4.0 The Average Precision of this model is 59.38 % The Deviation of Precision is: 4.0 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0071 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 950us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 363us/step 25/25 [==============================] - 0s 966us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 422us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 578us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 917us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 953us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 462us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 400us/step 25/25 [==============================] - 0s 842us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 754us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 643us/step 25/25 [==============================] - 0s 84us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 430us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 998us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 413us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 587us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 529us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 587us/step 25/25 [==============================] - 0s 419us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 387us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 380us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 633us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 517us/step 25/25 [==============================] - 0s 995us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 413us/step 25/25 [==============================] - 0s 884us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 298us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 362us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 662us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 634us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 459us/step 25/25 [==============================] - 0s 459us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 635us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 551us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 563us/step 25/25 [==============================] - 0s 984us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 638us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 298us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 428us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 473us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 417us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 628us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 916us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 477us/step 25/25 [==============================] - 0s 546us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 869us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 423us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 592us/step 25/25 [==============================] - 0s 423us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 381us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 454us/step 25/25 [==============================] - 0s 923us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 999us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 431us/step 25/25 [==============================] - 0s 970us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 657us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 128us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 791us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 916us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 949us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 403us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 625us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 46us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 976us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 49us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 971us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 911us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 355us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 531us/step 25/25 [==============================] - 0s 929us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 640us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 622us/step 25/25 [==============================] - 0s 300us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 943us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 403us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 704us/step The average F1-Score of the train set is 0.78 +- 0.011 The average F1-Score of the validation set is é 0.78 +- 0.013 The best fold was: 4 31/31 [==============================] - 0s 1ms/step The F1-Score for the test data is: 0.47 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.013 The Average sensitivity of this test is 31.90 % The Deviation of sensitivity is: 5.1 The Average Precision of this model is 59.66 % The Deviation of Precision is: 5.1 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.008 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 998us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 789us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 734us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 560us/step 25/25 [==============================] - 0s 301us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 399us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 418us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 423us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 83us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 679us/step 25/25 [==============================] - 0s 830us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 707us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 169us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 591us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.8 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 339us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 212us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 877us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 436us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 324us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 380us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 340us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 422us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 393us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 85us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 770us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 298us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 402us/step 25/25 [==============================] - 0s 927us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 501us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 402us/step 25/25 [==============================] - 0s 991us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 453us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 634us/step 25/25 [==============================] - 0s 213us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 752us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 968us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 996us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 679us/step 25/25 [==============================] - 0s 957us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 949us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 402us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 377us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 129us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 214us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 720us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 785us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 292us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 499us/step 25/25 [==============================] - 0s 998us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 909us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 993us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 953us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 469us/step 25/25 [==============================] - 0s 914us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 455us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 910us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 539us/step 25/25 [==============================] - 0s 340us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 370us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 865us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 352us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 497us/step 25/25 [==============================] - 0s 960us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 238us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 91us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 571us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 993us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 473us/step 25/25 [==============================] - 0s 964us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 574us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 381us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 253us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 772us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 915us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 465us/step 25/25 [==============================] - 0s 873us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 413us/step 25/25 [==============================] - 0s 959us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 545us/step 25/25 [==============================] - 0s 298us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 975us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 906us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 950us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 149us/step The average F1-Score of the train set is 0.79 +- 0.0049 The average F1-Score of the validation set is é 0.78 +- 0.0085 The best fold was: 1 31/31 [==============================] - 0s 363us/step The F1-Score for the test data is: 0.44 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.0085 The Average sensitivity of this test is 33.09 % The Deviation of sensitivity is: 3.6 The Average Precision of this model is 57.78 % The Deviation of Precision is: 3.6 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0041 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 404us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 383us/step 25/25 [==============================] - 0s 822us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 608us/step 25/25 [==============================] - 0s 380us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 507us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 397us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 89us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 394us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 518us/step 25/25 [==============================] - 0s 949us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 634us/step 25/25 [==============================] - 0s 48us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 543us/step 25/25 [==============================] - 0s 960us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 908us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 703us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 669us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 661us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 554us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 790us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 543us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 920us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 42us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 86us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 562us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 463us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 570us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 494us/step 25/25 [==============================] - 0s 871us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 993us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 959us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 633us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 948us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 619us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 949us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 167us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 649us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 572us/step 25/25 [==============================] - 0s 585us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 658us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 463us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 606us/step 25/25 [==============================] - 0s 849us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 510us/step 25/25 [==============================] - 0s 687us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 492us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 487us/step 25/25 [==============================] - 0s 481us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 642us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 65us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 679us/step 25/25 [==============================] - 0s 683us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 676us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 173us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 684us/step 25/25 [==============================] - 0s 655us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 700us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 669us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 508us/step 25/25 [==============================] - 0s 726us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 679us/step 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 520us/step 25/25 [==============================] - 0s 737us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 602us/step 25/25 [==============================] - 0s 881us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 640us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 539us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 704us/step 25/25 [==============================] - 0s 681us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 699us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 710us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 702us/step 25/25 [==============================] - 0s 685us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 824us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 644us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 686us/step 25/25 [==============================] - 0s 724us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 689us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 655us/step 25/25 [==============================] - 0s 220us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 692us/step 25/25 [==============================] - 0s 184us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 682us/step 25/25 [==============================] - 0s 663us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 673us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 709us/step The average F1-Score of the train set is 0.79 +- 0.0053 The average F1-Score of the validation set is é 0.78 +- 0.013 The best fold was: 1 31/31 [==============================] - 0s 555us/step The F1-Score for the test data is: 0.43 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.013 The Average sensitivity of this test is 32.63 % The Deviation of sensitivity is: 3.8 The Average Precision of this model is 58.52 % The Deviation of Precision is: 3.8 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0077 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 529us/step 25/25 [==============================] - 0s 685us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 533us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 677us/step 25/25 [==============================] - 0s 637us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 504us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 713us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 530us/step 25/25 [==============================] - 0s 875us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 674us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 509us/step 25/25 [==============================] - 0s 190us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 704us/step 25/25 [==============================] - 0s 744us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 325us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 514us/step 25/25 [==============================] - 0s 654us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 902us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 848us/step 25/25 [==============================] - 0s 695us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 700us/step 25/25 [==============================] - 0s 572us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 728us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 550us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 558us/step 25/25 [==============================] - 0s 503us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 698us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 542us/step 25/25 [==============================] - 0s 871us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 468us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 447us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 711us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 612us/step 25/25 [==============================] - 0s 828us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 524us/step 25/25 [==============================] - 0s 726us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 408us/step 25/25 [==============================] - 0s 966us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 551us/step 25/25 [==============================] - 0s 730us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 636us/step 25/25 [==============================] - 0s 616us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 373us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 586us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 651us/step 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 583us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 396us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 598us/step 25/25 [==============================] - 0s 954us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 556us/step 25/25 [==============================] - 0s 772us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.77 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 813us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 777us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 609us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 708us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 535us/step 25/25 [==============================] - 0s 733us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 835us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 750us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 415us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 213us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 841us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 808us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 568us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 745us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 475us/step 25/25 [==============================] - 0s 680us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 575us/step 25/25 [==============================] - 0s 67us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 814us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 464us/step 25/25 [==============================] - 0s 381us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 600us/step 25/25 [==============================] - 0s 912us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 532us/step 25/25 [==============================] - 0s 907us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 418us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 569us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 355us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 585us/step 25/25 [==============================] - 0s 715us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 665us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 628us/step 25/25 [==============================] - 0s 825us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 375us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 561us/step 25/25 [==============================] - 0s 833us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 417us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 526us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 668us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 733us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 689us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 668us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 697us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 579us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 593us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 515us/step 25/25 [==============================] - 0s 869us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 511us/step 25/25 [==============================] - 0s 615us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 484us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 548us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 451us/step 25/25 [==============================] - 0s 789us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 707us/step The average F1-Score of the train set is 0.79 +- 0.0086 The average F1-Score of the validation set is é 0.79 +- 0.0069 The best fold was: 1 31/31 [==============================] - 0s 1ms/step The F1-Score for the test data is: 0.37 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0069 The Average sensitivity of this test is 33.92 % The Deviation of sensitivity is: 5.4 The Average Precision of this model is 59.79 % The Deviation of Precision is: 5.4 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0099 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 642us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 493us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 502us/step 25/25 [==============================] - 0s 645us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 769us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 588us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 680us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 495us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 444us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 527us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 697us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 591us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 967us/step 25/25 [==============================] - 0s 841us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 650us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 645us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 769us/step 25/25 [==============================] - 0s 751us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 955us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 443us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 648us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 672us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 897us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.8 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 336us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 494us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 578us/step 25/25 [==============================] - 0s 171us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 448us/step 25/25 [==============================] - 0s 705us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 461us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 417us/step 25/25 [==============================] - 0s 823us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 131us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 614us/step 25/25 [==============================] - 0s 947us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 460us/step 25/25 [==============================] - 0s 957us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 406us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 955us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 407us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 998us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 406us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 427us/step 25/25 [==============================] - 0s 882us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 482us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 88us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 44us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 504us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 479us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 678us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.78 25/25 [==============================] - 0s 375us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 639us/step 25/25 [==============================] - 0s 811us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 488us/step 25/25 [==============================] - 0s 918us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 675us/step 25/25 [==============================] - 0s 869us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 706us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 667us/step 25/25 [==============================] - 0s 295us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 496us/step 25/25 [==============================] - 0s 500us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 523us/step 25/25 [==============================] - 0s 966us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 415us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 594us/step 25/25 [==============================] - 0s 954us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 631us/step 25/25 [==============================] - 0s 996us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 417us/step 25/25 [==============================] - 0s 381us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 540us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 447us/step 25/25 [==============================] - 0s 801us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 637us/step 25/25 [==============================] - 0s 132us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 294us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 46us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step The average F1-Score of the train set is 0.79 +- 0.0047 The average F1-Score of the validation set is é 0.79 +- 0.0096 The best fold was: 1 31/31 [==============================] - 0s 667us/step The F1-Score for the test data is: 0.44 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.79 % The Deviation of F1-Score is: 0.0096 The Average sensitivity of this test is 35.00 % The Deviation of sensitivity is: 5.7 The Average Precision of this model is 58.75 % The Deviation of Precision is: 5.7 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0077 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 438us/step 25/25 [==============================] - 0s 839us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 375us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 424us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 719us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 522us/step 25/25 [==============================] - 0s 291us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 474us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 784us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 420us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 424us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 577us/step 25/25 [==============================] - 0s 507us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 537us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 925us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 374us/step 25/25 [==============================] - 0s 91us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 398us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 663us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 677us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 601us/step 25/25 [==============================] - 0s 826us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 505us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 661us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 546us/step 25/25 [==============================] - 0s 633us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.76 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 490us/step 25/25 [==============================] - 0s 718us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 584us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 413us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 83us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 365us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 782us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 685us/step 25/25 [==============================] - 0s 92us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 456us/step 25/25 [==============================] - 0s 805us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 506us/step 25/25 [==============================] - 0s 671us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 618us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 341us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 446us/step 25/25 [==============================] - 0s 829us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 403us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 423us/step 25/25 [==============================] - 0s 866us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 956us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 470us/step 25/25 [==============================] - 0s 952us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 557us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 552us/step 25/25 [==============================] - 0s 882us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 486us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 406us/step 25/25 [==============================] - 0s 996us/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 885us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 480us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 607us/step 25/25 [==============================] - 0s 338us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 361us/step 25/25 [==============================] - 0s 545us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 783us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 676us/step 25/25 [==============================] - 0s 479us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 472us/step 25/25 [==============================] - 0s 871us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 528us/step 25/25 [==============================] - 0s 667us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 906us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 403us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 650us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 574us/step 25/25 [==============================] - 0s 541us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 351us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 666us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 481us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 450us/step 25/25 [==============================] - 0s 762us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 616us/step 25/25 [==============================] - 0s 876us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 625us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 355us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 374us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 662us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 513us/step 25/25 [==============================] - 0s 882us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 950us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 968us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 491us/step 25/25 [==============================] - 0s 872us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 590us/step 25/25 [==============================] - 0s 461us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 555us/step 25/25 [==============================] - 0s 952us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 841us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 438us/step 25/25 [==============================] - 0s 976us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 579us/step 25/25 [==============================] - 0s 458us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 875us/step 25/25 [==============================] - 0s 614us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 341us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 581us/step 25/25 [==============================] - 0s 860us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 211us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 630us/step 25/25 [==============================] - 0s 334us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 610us/step 25/25 [==============================] - 0s 380us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 715us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 547us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 604us/step 25/25 [==============================] - 0s 417us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 549us/step 25/25 [==============================] - 0s 743us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 417us/step 25/25 [==============================] - 0s 283us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 559us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 647us/step 25/25 [==============================] - 0s 950us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 457us/step 25/25 [==============================] - 0s 796us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 674us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 648us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 406us/step 25/25 [==============================] - 0s 924us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 646us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 649us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 651us/step The average F1-Score of the train set is 0.78 +- 0.012 The average F1-Score of the validation set is é 0.78 +- 0.013 The best fold was: 4 31/31 [==============================] - 0s 521us/step The F1-Score for the test data is: 0.49 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.78 % The Deviation of F1-Score is: 0.013 The Average sensitivity of this test is 34.04 % The Deviation of sensitivity is: 5.6 The Average Precision of this model is 57.05 % The Deviation of Precision is: 5.6 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0069 self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 652us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 653us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step ========================= FOLD 0 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.76 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 644us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 650us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 651us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 627us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 397us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 668us/step 25/25 [==============================] - 0s 0s/step ========================= FOLD 1 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 498us/step 25/25 [==============================] - 0s 660us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 664us/step 25/25 [==============================] - 0s 45us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 659us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 392us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 611us/step 25/25 [==============================] - 0s 337us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 519us/step 25/25 [==============================] - 0s 712us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 660us/step 25/25 [==============================] - 0s 571us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 445us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 395us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 544us/step 25/25 [==============================] - 0s 482us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 646us/step 25/25 [==============================] - 0s 254us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 701us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 213us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 656us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 621us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 444us/step 25/25 [==============================] - 0s 787us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 478us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 215us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 372us/step 25/25 [==============================] - 0s 333us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 670us/step 25/25 [==============================] - 0s 992us/step ========================= FOLD 2 ========================== The results of this train's F1-Score is 0.79 The results of this validation's F1-Score is 0.75 25/25 [==============================] - 0s 216us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 567us/step 25/25 [==============================] - 0s 629us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 671us/step 25/25 [==============================] - 0s 250us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 658us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 420us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 483us/step 25/25 [==============================] - 0s 991us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 416us/step 25/25 [==============================] - 0s 912us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 673us/step 25/25 [==============================] - 0s 603us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 343us/step 25/25 [==============================] - 0s 709us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 516us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 617us/step 25/25 [==============================] - 0s 788us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 485us/step 25/25 [==============================] - 0s 840us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 424us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 365us/step 25/25 [==============================] - 0s 666us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 538us/step 25/25 [==============================] - 0s 216us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 412us/step 25/25 [==============================] - 0s 749us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 512us/step 25/25 [==============================] - 0s 130us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 657us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 599us/step 25/25 [==============================] - 0s 0s/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 626us/step 25/25 [==============================] - 0s 333us/step ========================= FOLD 3 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.77 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 344us/step 25/25 [==============================] - 0s 911us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 501us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 672us/step 25/25 [==============================] - 0s 49us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 405us/step 25/25 [==============================] - 0s 968us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 659us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 565us/step 25/25 [==============================] - 0s 502us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 458us/step 25/25 [==============================] - 0s 951us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 652us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 605us/step 25/25 [==============================] - 0s 297us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 564us/step 25/25 [==============================] - 0s 542us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 476us/step 25/25 [==============================] - 0s 503us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 296us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 474us/step 25/25 [==============================] - 0s 104us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 377us/step 25/25 [==============================] - 0s 699us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 401us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 595us/step 25/25 [==============================] - 0s 985us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 505us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 467us/step 25/25 [==============================] - 0s 985us/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 654us/step 25/25 [==============================] - 0s 1ms/step self.n_neurons: 2 self.input_dim: 11 98/98 [==============================] - 0s 620us/step 25/25 [==============================] - 0s 1ms/step ========================= FOLD 4 ========================== The results of this train's F1-Score is 0.78 The results of this validation's F1-Score is 0.79 25/25 [==============================] - 0s 991us/step The average F1-Score of the train set is 0.78 +- 0.004 The average F1-Score of the validation set is é 0.77 +- 0.015 The best fold was: 4 31/31 [==============================] - 0s 1ms/step The F1-Score for the test data is: 0.45 with the best model ===============================Summary of analysis==================================== The Average F1-Score of this test is 0.77 % The Deviation of F1-Score is: 0.015 The Average sensitivity of this test is 31.08 % The Deviation of sensitivity is: 6.0 The Average Precision of this model is 56.22 % The Deviation of Precision is: 6.0 The Average accuracy of this model is 0.80 % The Deviation of accuracy is: 0.0019
result, nopca, pca =ML.get_validation_info(model_name_class)
31/31 [==============================] - 0s 366us/step 31/31 [==============================] - 0s 420us/step 31/31 [==============================] - 0s 524us/step 31/31 [==============================] - 0s 915us/step 31/31 [==============================] - 0s 860us/step 31/31 [==============================] - 0s 521us/step 31/31 [==============================] - 0s 169us/step 31/31 [==============================] - 0s 434us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 809us/step 31/31 [==============================] - 0s 727us/step 31/31 [==============================] - 0s 136us/step 31/31 [==============================] - 0s 267us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 961us/step 31/31 [==============================] - 0s 640us/step 31/31 [==============================] - 0s 665us/step 31/31 [==============================] - 0s 203us/step 31/31 [==============================] - 0s 236us/step 31/31 [==============================] - 0s 550us/step 31/31 [==============================] - 0s 947us/step 31/31 [==============================] - 0s 678us/step 31/31 [==============================] - 0s 625us/step 31/31 [==============================] - 0s 233us/step 31/31 [==============================] - 0s 369us/step 31/31 [==============================] - 0s 508us/step 31/31 [==============================] - 0s 935us/step 31/31 [==============================] - 0s 674us/step 31/31 [==============================] - 0s 692us/step 31/31 [==============================] - 0s 167us/step 31/31 [==============================] - 0s 270us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 942us/step 31/31 [==============================] - 0s 644us/step 31/31 [==============================] - 0s 469us/step 31/31 [==============================] - 0s 203us/step 31/31 [==============================] - 0s 347us/step 31/31 [==============================] - 0s 882us/step 31/31 [==============================] - 0s 753us/step 31/31 [==============================] - 0s 138us/step 31/31 [==============================] - 0s 267us/step 31/31 [==============================] - 0s 999us/step 31/31 [==============================] - 0s 889us/step 31/31 [==============================] - 0s 673us/step 31/31 [==============================] - 0s 37us/step 31/31 [==============================] - 0s 333us/step 31/31 [==============================] - 0s 437us/step 31/31 [==============================] - 0s 908us/step 31/31 [==============================] - 0s 770us/step 31/31 [==============================] - 0s 103us/step 31/31 [==============================] - 0s 302us/step 31/31 [==============================] - 0s 944us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 745us/step 31/31 [==============================] - 0s 705us/step 31/31 [==============================] - 0s 134us/step 31/31 [==============================] - 0s 300us/step 31/31 [==============================] - 0s 974us/step 31/31 [==============================] - 0s 835us/step 31/31 [==============================] - 0s 71us/step 31/31 [==============================] - 0s 200us/step 31/31 [==============================] - 0s 433us/step 31/31 [==============================] - 0s 528us/step 31/31 [==============================] - 0s 795us/step 31/31 [==============================] - 0s 786us/step 31/31 [==============================] - 0s 72us/step 31/31 [==============================] - 0s 202us/step 31/31 [==============================] - 0s 545us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 812us/step 31/31 [==============================] - 0s 870us/step 31/31 [==============================] - 0s 595us/step 31/31 [==============================] - 0s 920us/step 31/31 [==============================] - 0s 628us/step 31/31 [==============================] - 0s 670us/step 31/31 [==============================] - 0s 300us/step 31/31 [==============================] - 0s 400us/step 31/31 [==============================] - 0s 900us/step 31/31 [==============================] - 0s 784us/step 31/31 [==============================] - 0s 608us/step 31/31 [==============================] - 0s 612us/step 31/31 [==============================] - 0s 333us/step 31/31 [==============================] - 0s 489us/step 31/31 [==============================] - 0s 915us/step 31/31 [==============================] - 0s 834us/step 31/31 [==============================] - 0s 576us/step 31/31 [==============================] - 0s 590us/step 31/31 [==============================] - 0s 100us/step 31/31 [==============================] - 0s 687us/step 31/31 [==============================] - 0s 267us/step 31/31 [==============================] - 0s 300us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 963us/step 31/31 [==============================] - 0s 694us/step 31/31 [==============================] - 0s 607us/step 31/31 [==============================] - 0s 267us/step 31/31 [==============================] - 0s 367us/step 31/31 [==============================] - 0s 514us/step 31/31 [==============================] - 0s 958us/step 31/31 [==============================] - 0s 675us/step 31/31 [==============================] - 0s 606us/step 31/31 [==============================] - 0s 267us/step 31/31 [==============================] - 0s 400us/step 31/31 [==============================] - 0s 467us/step 31/31 [==============================] - 0s 750us/step 31/31 [==============================] - 0s 138us/step 31/31 [==============================] - 0s 200us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 911us/step 31/31 [==============================] - 0s 608us/step 31/31 [==============================] - 0s 35us/step 31/31 [==============================] - 0s 382us/step 31/31 [==============================] - 0s 400us/step 31/31 [==============================] - 0s 932us/step 31/31 [==============================] - 0s 787us/step 31/31 [==============================] - 0s 606us/step 31/31 [==============================] - 0s 591us/step 31/31 [==============================] - 0s 333us/step 31/31 [==============================] - 0s 475us/step 31/31 [==============================] - 0s 796us/step 31/31 [==============================] - 0s 710us/step 31/31 [==============================] - 0s 136us/step 31/31 [==============================] - 0s 302us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 952us/step 31/31 [==============================] - 0s 681us/step 31/31 [==============================] - 0s 581us/step 31/31 [==============================] - 0s 267us/step 31/31 [==============================] - 0s 436us/step 31/31 [==============================] - 0s 895us/step 31/31 [==============================] - 0s 775us/step 31/31 [==============================] - 0s 69us/step 31/31 [==============================] - 0s 166us/step 31/31 [==============================] - 0s 395us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 779us/step 31/31 [==============================] - 0s 672us/step 31/31 [==============================] - 0s 202us/step 31/31 [==============================] - 0s 235us/step 31/31 [==============================] - 0s 533us/step 31/31 [==============================] - 0s 976us/step 31/31 [==============================] - 0s 722us/step 31/31 [==============================] - 0s 755us/step 31/31 [==============================] - 0s 137us/step 31/31 [==============================] - 0s 267us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 944us/step 31/31 [==============================] - 0s 738us/step 31/31 [==============================] - 0s 735us/step 31/31 [==============================] - 0s 136us/step 31/31 [==============================] - 0s 269us/step 31/31 [==============================] - 0s 433us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 741us/step 31/31 [==============================] - 0s 678us/step 31/31 [==============================] - 0s 103us/step 31/31 [==============================] - 0s 169us/step 31/31 [==============================] - 0s 404us/step 31/31 [==============================] - 0s 435us/step 31/31 [==============================] - 0s 927us/step 31/31 [==============================] - 0s 950us/step 31/31 [==============================] - 0s 641us/step 31/31 [==============================] - 0s 589us/step 31/31 [==============================] - 0s 334us/step 31/31 [==============================] - 0s 467us/step 31/31 [==============================] - 0s 696us/step 31/31 [==============================] - 0s 71us/step 31/31 [==============================] - 0s 411us/step 31/31 [==============================] - 0s 467us/step 31/31 [==============================] - 0s 957us/step 31/31 [==============================] - 0s 863us/step 31/31 [==============================] - 0s 522us/step 31/31 [==============================] - 0s 682us/step 31/31 [==============================] - 0s 169us/step 31/31 [==============================] - 0s 334us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 896us/step 31/31 [==============================] - 0s 600us/step 31/31 [==============================] - 0s 575us/step 31/31 [==============================] - 0s 269us/step 31/31 [==============================] - 0s 302us/step 31/31 [==============================] - 0s 984us/step 31/31 [==============================] - 0s 870us/step 31/31 [==============================] - 0s 644us/step 31/31 [==============================] - 0s 590us/step 31/31 [==============================] - 0s 333us/step 31/31 [==============================] - 0s 467us/step 31/31 [==============================] - 0s 941us/step 31/31 [==============================] - 0s 870us/step 31/31 [==============================] - 0s 667us/step 31/31 [==============================] - 0s 632us/step 31/31 [==============================] - 0s 303us/step 31/31 [==============================] - 0s 433us/step 31/31 [==============================] - 0s 944us/step 31/31 [==============================] - 0s 929us/step 31/31 [==============================] - 0s 680us/step 31/31 [==============================] - 0s 765us/step 31/31 [==============================] - 0s 136us/step 31/31 [==============================] - 0s 267us/step 31/31 [==============================] - 0s 530us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 761us/step 31/31 [==============================] - 0s 675us/step 31/31 [==============================] - 0s 203us/step 31/31 [==============================] - 0s 300us/step 31/31 [==============================] - 0s 540us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 809us/step 31/31 [==============================] - 0s 778us/step 31/31 [==============================] - 0s 0s/step 31/31 [==============================] - 0s 169us/step 31/31 [==============================] - 0s 500us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 758us/step 31/31 [==============================] - 0s 775us/step 31/31 [==============================] - 0s 100us/step 31/31 [==============================] - 0s 202us/step 31/31 [==============================] - 0s 478us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 803us/step 31/31 [==============================] - 0s 679us/step 31/31 [==============================] - 0s 169us/step 31/31 [==============================] - 0s 504us/step 31/31 [==============================] - 0s 855us/step
model_name_class
--------------------------------------------------------------------------- NameError Traceback (most recent call last) c:\Users\DOUGL\Documents\Bootcamp\DouglasOliveiraSousa_RedesNeurais\ML (1)\ML\hw_ana_anderson_douglas_neural - Copy.ipynb Cell 45 in <cell line: 1>() ----> <a href='vscode-notebook-cell:/c%3A/Users/DOUGL/Documents/Bootcamp/DouglasOliveiraSousa_RedesNeurais/ML%20%281%29/ML/hw_ana_anderson_douglas_neural%20-%20Copy.ipynb#X62sZmlsZQ%3D%3D?line=0'>1</a> model_name_class NameError: name 'model_name_class' is not defined
result
| Model | Precision | Sensitivity | Validation F1 | Validation F1 deviation | Precision PCA | Sensitivity PCA | Validation F1 PCA | Validation F1 deviation PCA | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | MLPClassifierWrapper_model_n1 | 56.0811 % | 39.3365 % | 0.793231 | 0.008673 | 56.2500 % | 34.1232 % | 0.775732 | 0.005997 |
| 1 | MLPClassifierWrapper_model_n2 | 55.2632 % | 39.8104 % | 0.791418 | 0.009603 | 55.6452 % | 32.7014 % | 0.775656 | 0.004530 |
| 2 | MLPClassifierWrapper_model_n3 | 56.9231 % | 35.0711 % | 0.795687 | 0.006753 | 63.3663 % | 30.3318 % | 0.773544 | 0.006513 |
| 3 | MLPClassifierWrapper_model_n4 | 55.0336 % | 38.8626 % | 0.794353 | 0.007064 | 54.7009 % | 30.3318 % | 0.776294 | 0.006522 |
| 4 | MLPClassifierWrapper_model_n5 | 56.1538 % | 34.5972 % | 0.790992 | 0.004109 | 52.7132 % | 32.2275 % | 0.777766 | 0.011706 |
| 5 | MLPClassifierWrapper_model_n6 | 56.5574 % | 32.7014 % | 0.790416 | 0.007844 | 55.8824 % | 36.0190 % | 0.777661 | 0.010077 |
| 6 | MLPClassifierWrapper_model_n7 | 55.6291 % | 39.8104 % | 0.796450 | 0.014218 | 55.6291 % | 39.8104 % | 0.775684 | 0.009078 |
| 7 | MLPClassifierWrapper_model_n8 | 58.9928 % | 38.8626 % | 0.790122 | 0.007625 | 56.0284 % | 37.4408 % | 0.775643 | 0.012458 |
| 8 | MLPClassifierWrapper_model_n9 | 55.8621 % | 38.3886 % | 0.788794 | 0.009454 | 56.5217 % | 36.9668 % | 0.773028 | 0.010860 |
| 9 | MLPClassifierWrapper_model_n10 | 58.0153 % | 36.0190 % | 0.791481 | 0.006741 | 59.1304 % | 32.2275 % | 0.774241 | 0.005706 |
| 10 | MLPClassifierWrapper_model_n11 | 56.2914 % | 40.2844 % | 0.792625 | 0.012845 | 63.3663 % | 30.3318 % | 0.773135 | 0.009067 |
| 11 | MLPClassifierWrapper_model_n12 | 55.3333 % | 39.3365 % | 0.793610 | 0.010273 | 62.5000 % | 26.0664 % | 0.774215 | 0.008941 |
| 12 | MLPClassifierWrapper_model_n13 | 55.3333 % | 39.3365 % | 0.790769 | 0.009715 | 63.3663 % | 30.3318 % | 0.774180 | 0.008363 |
| 13 | MLPClassifierWrapper_model_n14 | 56.1538 % | 34.5972 % | 0.791715 | 0.004087 | 63.3663 % | 30.3318 % | 0.772160 | 0.009634 |
| 14 | MLPClassifierWrapper_model_n1log | 64.7541 % | 37.4408 % | 0.786133 | 0.009197 | 58.4071 % | 31.2796 % | 0.776066 | 0.008357 |
| 15 | MLPClassifierWrapper_model_n2log | 61.1111 % | 36.4929 % | 0.792259 | 0.007186 | 54.0373 % | 41.2322 % | 0.777908 | 0.013223 |
| 16 | MLPClassifierWrapper_model_n3log | 59.7015 % | 37.9147 % | 0.790326 | 0.011852 | 57.5221 % | 30.8057 % | 0.773468 | 0.007311 |
| 17 | MLPClassifierWrapper_model_n4log | 57.7465 % | 38.8626 % | 0.788876 | 0.010805 | 54.0373 % | 41.2322 % | 0.780438 | 0.012400 |
| 18 | MLPClassifierWrapper_model_n5log | 61.7647 % | 39.8104 % | 0.792166 | 0.006179 | 63.8889 % | 32.7014 % | 0.773706 | 0.008072 |
| 19 | MLPClassifierWrapper_model_n6log | 62.1622 % | 32.7014 % | 0.785146 | 0.011577 | 63.5514 % | 32.2275 % | 0.774816 | 0.008394 |
| 20 | MLPClassifierWrapper_model_n7log | 61.8705 % | 40.7583 % | 0.792222 | 0.008103 | 54.0373 % | 41.2322 % | 0.782075 | 0.010991 |
| 21 | MLPClassifierWrapper_model_n8log | 55.9701 % | 35.5450 % | 0.786695 | 0.011191 | 58.2609 % | 31.7536 % | 0.779814 | 0.008822 |
| 22 | MLPClassifierWrapper_model_n9log | 55.3191 % | 36.9668 % | 0.791948 | 0.018084 | 56.5217 % | 36.9668 % | 0.772784 | 0.012197 |
| 23 | MLPClassifierWrapper_model_n10log | 59.3750 % | 36.0190 % | 0.787931 | 0.006956 | 65.7143 % | 32.7014 % | 0.776901 | 0.007569 |
| 24 | MLPClassifierWrapper_model_n11log | 66.3462 % | 32.7014 % | 0.791877 | 0.010502 | 56.5217 % | 36.9668 % | 0.781802 | 0.009027 |
| 25 | MLPClassifierWrapper_model_n12log | 60.0000 % | 39.8104 % | 0.795708 | 0.006966 | 54.0373 % | 41.2322 % | 0.780335 | 0.012370 |
| 26 | MLPClassifierWrapper_model_n13log | 57.1429 % | 36.0190 % | 0.788423 | 0.008281 | 54.3210 % | 41.7062 % | 0.779869 | 0.012425 |
| 27 | MLPClassifierWrapper_model_n14log | 54.9296 % | 36.9668 % | 0.793846 | 0.011457 | 63.8095 % | 31.7536 % | 0.773523 | 0.007128 |
| 28 | MLPClassifierWrapper_model_n1L2 | 56.4516 % | 33.1754 % | 0.786852 | 0.009497 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 29 | MLPClassifierWrapper_model_n2L2 | 55.6338 % | 37.4408 % | 0.783523 | 0.007441 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 30 | MLPClassifierWrapper_model_n3L2 | 56.3380 % | 37.9147 % | 0.783147 | 0.013363 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 31 | MLPClassifierWrapper_model_n4L2 | 57.5540 % | 37.9147 % | 0.776320 | 0.012035 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 32 | MLPClassifierWrapper_model_n5L2 | 57.9710 % | 37.9147 % | 0.780752 | 0.011366 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 33 | MLPClassifierWrapper_model_n6L2 | 59.2308 % | 36.4929 % | 0.788015 | 0.008060 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 34 | MLPClassifierWrapper_model_n7L2 | 60.0000 % | 27.0142 % | 0.782382 | 0.014201 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 35 | MLPClassifierWrapper_model_n8L2 | 51.7241 % | 35.5450 % | 0.784444 | 0.007919 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 36 | MLPClassifierWrapper_model_n9L2 | 69.4444 % | 23.6967 % | 0.779007 | 0.013743 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 37 | MLPClassifierWrapper_model_n10L2 | 51.5385 % | 31.7536 % | 0.787519 | 0.010710 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 38 | MLPClassifierWrapper_model_n11L2 | 55.6522 % | 30.3318 % | 0.780803 | 0.011880 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 39 | MLPClassifierWrapper_model_n12L2 | 53.5088 % | 28.9100 % | 0.784133 | 0.007186 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 40 | MLPClassifierWrapper_model_n13L2 | 58.5938 % | 35.5450 % | 0.785881 | 0.002998 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 41 | MLPClassifierWrapper_model_n14L2 | 54.0984 % | 31.2796 % | 0.779214 | 0.012412 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 42 | MLPClassifierWrapper_model_n1L1 | 56.0000 % | 33.1754 % | 0.777721 | 0.014673 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 43 | MLPClassifierWrapper_model_n2L1 | 56.6176 % | 36.4929 % | 0.780830 | 0.008320 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 44 | MLPClassifierWrapper_model_n3L1 | 58.6207 % | 40.2844 % | 0.787480 | 0.008474 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 45 | MLPClassifierWrapper_model_n4L1 | 55.6391 % | 35.0711 % | 0.782194 | 0.009233 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 46 | MLPClassifierWrapper_model_n5L1 | 58.3333 % | 33.1754 % | 0.785803 | 0.010739 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 47 | MLPClassifierWrapper_model_n6L1 | 58.5185 % | 37.4408 % | 0.782553 | 0.007307 | 16.6667 % | 0.4739 % | 0.688782 | 0.001134 |
| 48 | MLPClassifierWrapper_model_n7L1 | 54.4118 % | 35.0711 % | 0.787001 | 0.011988 | 33.3333 % | 0.4739 % | 0.689171 | 0.001828 |
| 49 | MLPClassifierWrapper_model_n8L1 | 60.1504 % | 37.9147 % | 0.781057 | 0.012824 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 50 | MLPClassifierWrapper_model_n9L1 | 56.7164 % | 36.0190 % | 0.781355 | 0.008550 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 51 | MLPClassifierWrapper_model_n10L1 | 58.0645 % | 34.1232 % | 0.781329 | 0.013068 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 52 | MLPClassifierWrapper_model_n11L1 | 59.5745 % | 26.5403 % | 0.785512 | 0.006862 | 30.0000 % | 1.4218 % | 0.689244 | 0.001965 |
| 53 | MLPClassifierWrapper_model_n12L1 | 55.4745 % | 36.0190 % | 0.785260 | 0.009650 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
| 54 | MLPClassifierWrapper_model_n13L1 | 58.5526 % | 42.1801 % | 0.781331 | 0.012790 | 15.3846 % | 0.9479 % | 0.689024 | 0.001557 |
| 55 | MLPClassifierWrapper_model_n14L1 | 57.6642 % | 37.4408 % | 0.774533 | 0.014657 | 0.0000 % | 0.0000 % | 0.688561 | 0.000812 |
result.describe
<bound method NDFrame.describe of Model Precision Sensitivity Validation F1 \
0 MLPClassifierWrapper_model_n1 56.0811 % 39.3365 % 0.793231
1 MLPClassifierWrapper_model_n2 55.2632 % 39.8104 % 0.791418
2 MLPClassifierWrapper_model_n3 56.9231 % 35.0711 % 0.795687
3 MLPClassifierWrapper_model_n4 55.0336 % 38.8626 % 0.794353
4 MLPClassifierWrapper_model_n5 56.1538 % 34.5972 % 0.790992
5 MLPClassifierWrapper_model_n6 56.5574 % 32.7014 % 0.790416
6 MLPClassifierWrapper_model_n7 55.6291 % 39.8104 % 0.796450
7 MLPClassifierWrapper_model_n8 58.9928 % 38.8626 % 0.790122
8 MLPClassifierWrapper_model_n9 55.8621 % 38.3886 % 0.788794
9 MLPClassifierWrapper_model_n10 58.0153 % 36.0190 % 0.791481
10 MLPClassifierWrapper_model_n11 56.2914 % 40.2844 % 0.792625
11 MLPClassifierWrapper_model_n12 55.3333 % 39.3365 % 0.793610
12 MLPClassifierWrapper_model_n13 55.3333 % 39.3365 % 0.790769
13 MLPClassifierWrapper_model_n14 56.1538 % 34.5972 % 0.791715
14 MLPClassifierWrapper_model_n1log 64.7541 % 37.4408 % 0.786133
15 MLPClassifierWrapper_model_n2log 61.1111 % 36.4929 % 0.792259
16 MLPClassifierWrapper_model_n3log 59.7015 % 37.9147 % 0.790326
17 MLPClassifierWrapper_model_n4log 57.7465 % 38.8626 % 0.788876
18 MLPClassifierWrapper_model_n5log 61.7647 % 39.8104 % 0.792166
19 MLPClassifierWrapper_model_n6log 62.1622 % 32.7014 % 0.785146
20 MLPClassifierWrapper_model_n7log 61.8705 % 40.7583 % 0.792222
21 MLPClassifierWrapper_model_n8log 55.9701 % 35.5450 % 0.786695
22 MLPClassifierWrapper_model_n9log 55.3191 % 36.9668 % 0.791948
23 MLPClassifierWrapper_model_n10log 59.3750 % 36.0190 % 0.787931
24 MLPClassifierWrapper_model_n11log 66.3462 % 32.7014 % 0.791877
25 MLPClassifierWrapper_model_n12log 60.0000 % 39.8104 % 0.795708
26 MLPClassifierWrapper_model_n13log 57.1429 % 36.0190 % 0.788423
27 MLPClassifierWrapper_model_n14log 54.9296 % 36.9668 % 0.793846
28 MLPClassifierWrapper_model_n1L2 56.4516 % 33.1754 % 0.786852
29 MLPClassifierWrapper_model_n2L2 55.6338 % 37.4408 % 0.783523
30 MLPClassifierWrapper_model_n3L2 56.3380 % 37.9147 % 0.783147
31 MLPClassifierWrapper_model_n4L2 57.5540 % 37.9147 % 0.776320
32 MLPClassifierWrapper_model_n5L2 57.9710 % 37.9147 % 0.780752
33 MLPClassifierWrapper_model_n6L2 59.2308 % 36.4929 % 0.788015
34 MLPClassifierWrapper_model_n7L2 60.0000 % 27.0142 % 0.782382
35 MLPClassifierWrapper_model_n8L2 51.7241 % 35.5450 % 0.784444
36 MLPClassifierWrapper_model_n9L2 69.4444 % 23.6967 % 0.779007
37 MLPClassifierWrapper_model_n10L2 51.5385 % 31.7536 % 0.787519
38 MLPClassifierWrapper_model_n11L2 55.6522 % 30.3318 % 0.780803
39 MLPClassifierWrapper_model_n12L2 53.5088 % 28.9100 % 0.784133
40 MLPClassifierWrapper_model_n13L2 58.5938 % 35.5450 % 0.785881
41 MLPClassifierWrapper_model_n14L2 54.0984 % 31.2796 % 0.779214
42 MLPClassifierWrapper_model_n1L1 56.0000 % 33.1754 % 0.777721
43 MLPClassifierWrapper_model_n2L1 56.6176 % 36.4929 % 0.780830
44 MLPClassifierWrapper_model_n3L1 58.6207 % 40.2844 % 0.787480
45 MLPClassifierWrapper_model_n4L1 55.6391 % 35.0711 % 0.782194
46 MLPClassifierWrapper_model_n5L1 58.3333 % 33.1754 % 0.785803
47 MLPClassifierWrapper_model_n6L1 58.5185 % 37.4408 % 0.782553
48 MLPClassifierWrapper_model_n7L1 54.4118 % 35.0711 % 0.787001
49 MLPClassifierWrapper_model_n8L1 60.1504 % 37.9147 % 0.781057
50 MLPClassifierWrapper_model_n9L1 56.7164 % 36.0190 % 0.781355
51 MLPClassifierWrapper_model_n10L1 58.0645 % 34.1232 % 0.781329
52 MLPClassifierWrapper_model_n11L1 59.5745 % 26.5403 % 0.785512
53 MLPClassifierWrapper_model_n12L1 55.4745 % 36.0190 % 0.785260
54 MLPClassifierWrapper_model_n13L1 58.5526 % 42.1801 % 0.781331
55 MLPClassifierWrapper_model_n14L1 57.6642 % 37.4408 % 0.774533
Validation F1 deviation Precision PCA Sensitivity PCA Validation F1 PCA \
0 0.008673 56.2500 % 34.1232 % 0.775732
1 0.009603 55.6452 % 32.7014 % 0.775656
2 0.006753 63.3663 % 30.3318 % 0.773544
3 0.007064 54.7009 % 30.3318 % 0.776294
4 0.004109 52.7132 % 32.2275 % 0.777766
5 0.007844 55.8824 % 36.0190 % 0.777661
6 0.014218 55.6291 % 39.8104 % 0.775684
7 0.007625 56.0284 % 37.4408 % 0.775643
8 0.009454 56.5217 % 36.9668 % 0.773028
9 0.006741 59.1304 % 32.2275 % 0.774241
10 0.012845 63.3663 % 30.3318 % 0.773135
11 0.010273 62.5000 % 26.0664 % 0.774215
12 0.009715 63.3663 % 30.3318 % 0.774180
13 0.004087 63.3663 % 30.3318 % 0.772160
14 0.009197 58.4071 % 31.2796 % 0.776066
15 0.007186 54.0373 % 41.2322 % 0.777908
16 0.011852 57.5221 % 30.8057 % 0.773468
17 0.010805 54.0373 % 41.2322 % 0.780438
18 0.006179 63.8889 % 32.7014 % 0.773706
19 0.011577 63.5514 % 32.2275 % 0.774816
20 0.008103 54.0373 % 41.2322 % 0.782075
21 0.011191 58.2609 % 31.7536 % 0.779814
22 0.018084 56.5217 % 36.9668 % 0.772784
23 0.006956 65.7143 % 32.7014 % 0.776901
24 0.010502 56.5217 % 36.9668 % 0.781802
25 0.006966 54.0373 % 41.2322 % 0.780335
26 0.008281 54.3210 % 41.7062 % 0.779869
27 0.011457 63.8095 % 31.7536 % 0.773523
28 0.009497 0.0000 % 0.0000 % 0.688561
29 0.007441 0.0000 % 0.0000 % 0.688561
30 0.013363 0.0000 % 0.0000 % 0.688561
31 0.012035 0.0000 % 0.0000 % 0.688561
32 0.011366 0.0000 % 0.0000 % 0.688561
33 0.008060 0.0000 % 0.0000 % 0.688561
34 0.014201 0.0000 % 0.0000 % 0.688561
35 0.007919 0.0000 % 0.0000 % 0.688561
36 0.013743 0.0000 % 0.0000 % 0.688561
37 0.010710 0.0000 % 0.0000 % 0.688561
38 0.011880 0.0000 % 0.0000 % 0.688561
39 0.007186 0.0000 % 0.0000 % 0.688561
40 0.002998 0.0000 % 0.0000 % 0.688561
41 0.012412 0.0000 % 0.0000 % 0.688561
42 0.014673 0.0000 % 0.0000 % 0.688561
43 0.008320 0.0000 % 0.0000 % 0.688561
44 0.008474 0.0000 % 0.0000 % 0.688561
45 0.009233 0.0000 % 0.0000 % 0.688561
46 0.010739 0.0000 % 0.0000 % 0.688561
47 0.007307 16.6667 % 0.4739 % 0.688782
48 0.011988 33.3333 % 0.4739 % 0.689171
49 0.012824 0.0000 % 0.0000 % 0.688561
50 0.008550 0.0000 % 0.0000 % 0.688561
51 0.013068 0.0000 % 0.0000 % 0.688561
52 0.006862 30.0000 % 1.4218 % 0.689244
53 0.009650 0.0000 % 0.0000 % 0.688561
54 0.012790 15.3846 % 0.9479 % 0.689024
55 0.014657 0.0000 % 0.0000 % 0.688561
Validation F1 deviation PCA
0 0.005997
1 0.004530
2 0.006513
3 0.006522
4 0.011706
5 0.010077
6 0.009078
7 0.012458
8 0.010860
9 0.005706
10 0.009067
11 0.008941
12 0.008363
13 0.009634
14 0.008357
15 0.013223
16 0.007311
17 0.012400
18 0.008072
19 0.008394
20 0.010991
21 0.008822
22 0.012197
23 0.007569
24 0.009027
25 0.012370
26 0.012425
27 0.007128
28 0.000812
29 0.000812
30 0.000812
31 0.000812
32 0.000812
33 0.000812
34 0.000812
35 0.000812
36 0.000812
37 0.000812
38 0.000812
39 0.000812
40 0.000812
41 0.000812
42 0.000812
43 0.000812
44 0.000812
45 0.000812
46 0.000812
47 0.001134
48 0.001828
49 0.000812
50 0.000812
51 0.000812
52 0.001965
53 0.000812
54 0.001557
55 0.000812 >
result['Model']
0 MLPClassifierWrapper_model_n1 1 MLPClassifierWrapper_model_n2 2 MLPClassifierWrapper_model_n3 3 MLPClassifierWrapper_model_n4 4 MLPClassifierWrapper_model_n5 5 MLPClassifierWrapper_model_n6 6 MLPClassifierWrapper_model_n7 7 MLPClassifierWrapper_model_n8 8 MLPClassifierWrapper_model_n9 9 MLPClassifierWrapper_model_n10 10 MLPClassifierWrapper_model_n11 11 MLPClassifierWrapper_model_n12 12 MLPClassifierWrapper_model_n13 13 MLPClassifierWrapper_model_n14 14 MLPClassifierWrapper_model_n1log 15 MLPClassifierWrapper_model_n2log 16 MLPClassifierWrapper_model_n3log 17 MLPClassifierWrapper_model_n4log 18 MLPClassifierWrapper_model_n5log 19 MLPClassifierWrapper_model_n6log 20 MLPClassifierWrapper_model_n7log 21 MLPClassifierWrapper_model_n8log 22 MLPClassifierWrapper_model_n9log 23 MLPClassifierWrapper_model_n10log 24 MLPClassifierWrapper_model_n11log 25 MLPClassifierWrapper_model_n12log 26 MLPClassifierWrapper_model_n13log 27 MLPClassifierWrapper_model_n14log 28 MLPClassifierWrapper_model_n1L2 29 MLPClassifierWrapper_model_n2L2 30 MLPClassifierWrapper_model_n3L2 31 MLPClassifierWrapper_model_n4L2 32 MLPClassifierWrapper_model_n5L2 33 MLPClassifierWrapper_model_n6L2 34 MLPClassifierWrapper_model_n7L2 35 MLPClassifierWrapper_model_n8L2 36 MLPClassifierWrapper_model_n9L2 37 MLPClassifierWrapper_model_n10L2 38 MLPClassifierWrapper_model_n11L2 39 MLPClassifierWrapper_model_n12L2 40 MLPClassifierWrapper_model_n13L2 41 MLPClassifierWrapper_model_n14L2 42 MLPClassifierWrapper_model_n1L1 43 MLPClassifierWrapper_model_n2L1 44 MLPClassifierWrapper_model_n3L1 45 MLPClassifierWrapper_model_n4L1 46 MLPClassifierWrapper_model_n5L1 47 MLPClassifierWrapper_model_n6L1 48 MLPClassifierWrapper_model_n7L1 49 MLPClassifierWrapper_model_n8L1 50 MLPClassifierWrapper_model_n9L1 51 MLPClassifierWrapper_model_n10L1 52 MLPClassifierWrapper_model_n11L1 53 MLPClassifierWrapper_model_n12L1 54 MLPClassifierWrapper_model_n13L1 55 MLPClassifierWrapper_model_n14L1 Name: Model, dtype: object
result.shape[0]
56
result.index
Int64Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,
17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
51, 52, 53, 54, 55],
dtype='int64')
ML.plot_final_results(result)
num_plots = len(model_name_class)
num_rows = (num_plots + 1) // 2
fig = plt.figure(figsize=(20, num_rows*5))
for i, model in enumerate(model_name_class):
ax = fig.add_subplot(num_rows, 2, i+1)
model.correlation_matrix_test(ax=ax)
ax.set_title(model.model_name)
plt.tight_layout()
plt.show()
31/31 [==============================] - 0s 776us/step 31/31 [==============================] - 0s 627us/step 31/31 [==============================] - 0s 578us/step 31/31 [==============================] - 0s 753us/step 31/31 [==============================] - 0s 530us/step 31/31 [==============================] - 0s 695us/step 31/31 [==============================] - 0s 657us/step 31/31 [==============================] - 0s 470us/step 31/31 [==============================] - 0s 233us/step 31/31 [==============================] - 0s 499us/step 31/31 [==============================] - 0s 269us/step 31/31 [==============================] - 0s 200us/step 31/31 [==============================] - 0s 270us/step 31/31 [==============================] - 0s 655us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 504us/step 31/31 [==============================] - 0s 133us/step 31/31 [==============================] - 0s 608us/step 31/31 [==============================] - 0s 67us/step 31/31 [==============================] - 0s 692us/step 31/31 [==============================] - 0s 300us/step 31/31 [==============================] - 0s 472us/step 31/31 [==============================] - 0s 200us/step 31/31 [==============================] - 0s 900us/step 31/31 [==============================] - 0s 770us/step 31/31 [==============================] - 0s 865us/step 31/31 [==============================] - 0s 203us/step 31/31 [==============================] - 0s 501us/step 31/31 [==============================] - 0s 434us/step 31/31 [==============================] - 0s 642us/step 31/31 [==============================] - 0s 303us/step 31/31 [==============================] - 0s 370us/step 31/31 [==============================] - 0s 839us/step 31/31 [==============================] - 0s 203us/step 31/31 [==============================] - 0s 204us/step 31/31 [==============================] - 0s 169us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 707us/step 31/31 [==============================] - 0s 835us/step 31/31 [==============================] - 0s 400us/step 31/31 [==============================] - 0s 920us/step 31/31 [==============================] - 0s 831us/step 31/31 [==============================] - 0s 524us/step 31/31 [==============================] - 0s 545us/step 31/31 [==============================] - 0s 674us/step 31/31 [==============================] - 0s 867us/step 31/31 [==============================] - 0s 269us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 434us/step 31/31 [==============================] - 0s 664us/step 31/31 [==============================] - 0s 270us/step 31/31 [==============================] - 0s 137us/step 31/31 [==============================] - 0s 794us/step 31/31 [==============================] - 0s 103us/step 31/31 [==============================] - 0s 563us/step 31/31 [==============================] - 0s 896us/step 31/31 [==============================] - 0s 688us/step 31/31 [==============================] - 0s 641us/step 31/31 [==============================] - 0s 733us/step 31/31 [==============================] - 0s 303us/step 31/31 [==============================] - 0s 981us/step 31/31 [==============================] - 0s 943us/step 31/31 [==============================] - 0s 333us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 844us/step 31/31 [==============================] - 0s 568us/step 31/31 [==============================] - 0s 681us/step 31/31 [==============================] - 0s 71us/step 31/31 [==============================] - 0s 684us/step 31/31 [==============================] - 0s 369us/step 31/31 [==============================] - 0s 477us/step 31/31 [==============================] - 0s 648us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 654us/step 31/31 [==============================] - 0s 656us/step 31/31 [==============================] - 0s 912us/step 31/31 [==============================] - 0s 666us/step 31/31 [==============================] - 0s 690us/step 31/31 [==============================] - 0s 917us/step 31/31 [==============================] - 0s 588us/step 31/31 [==============================] - 0s 609us/step 31/31 [==============================] - 0s 845us/step 31/31 [==============================] - 0s 203us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 947us/step 31/31 [==============================] - 0s 334us/step 31/31 [==============================] - 0s 714us/step 31/31 [==============================] - 0s 579us/step 31/31 [==============================] - 0s 794us/step 31/31 [==============================] - 0s 137us/step 31/31 [==============================] - 0s 366us/step 31/31 [==============================] - 0s 367us/step 31/31 [==============================] - 0s 744us/step 31/31 [==============================] - 0s 237us/step 31/31 [==============================] - 0s 235us/step 31/31 [==============================] - 0s 807us/step 31/31 [==============================] - 0s 200us/step 31/31 [==============================] - 0s 369us/step 31/31 [==============================] - 0s 433us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 514us/step 31/31 [==============================] - 0s 939us/step 31/31 [==============================] - 0s 815us/step 31/31 [==============================] - 0s 1ms/step 31/31 [==============================] - 0s 951us/step 31/31 [==============================] - 0s 437us/step 31/31 [==============================] - 0s 958us/step 31/31 [==============================] - 0s 170us/step 31/31 [==============================] - 0s 892us/step 31/31 [==============================] - 0s 860us/step 31/31 [==============================] - 0s 1ms/step
ML.roc_auc_models(model_name_class)
98/98 [==============================] - 0s 378us/step 31/31 [==============================] - 0s 807us/step 98/98 [==============================] - 0s 327us/step 31/31 [==============================] - 0s 674us/step 98/98 [==============================] - 0s 364us/step 31/31 [==============================] - 0s 203us/step 98/98 [==============================] - 0s 457us/step 31/31 [==============================] - 0s 435us/step 98/98 [==============================] - 0s 617us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 558us/step 31/31 [==============================] - 0s 819us/step 98/98 [==============================] - 0s 580us/step 31/31 [==============================] - 0s 884us/step 98/98 [==============================] - 0s 510us/step 31/31 [==============================] - 0s 806us/step 98/98 [==============================] - 0s 322us/step 31/31 [==============================] - 0s 575us/step 98/98 [==============================] - 0s 383us/step 31/31 [==============================] - 0s 233us/step 98/98 [==============================] - 0s 443us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 573us/step 31/31 [==============================] - 0s 899us/step 98/98 [==============================] - 0s 575us/step 31/31 [==============================] - 0s 859us/step 98/98 [==============================] - 0s 331us/step 31/31 [==============================] - 0s 594us/step 98/98 [==============================] - 0s 370us/step 31/31 [==============================] - 0s 0s/step 98/98 [==============================] - 0s 406us/step 31/31 [==============================] - 0s 351us/step 98/98 [==============================] - 0s 605us/step 31/31 [==============================] - 0s 935us/step 98/98 [==============================] - 0s 493us/step 31/31 [==============================] - 0s 640us/step 98/98 [==============================] - 0s 364us/step 31/31 [==============================] - 0s 72us/step 98/98 [==============================] - 0s 400us/step 31/31 [==============================] - 0s 727us/step 98/98 [==============================] - 0s 549us/step 31/31 [==============================] - 0s 887us/step 98/98 [==============================] - 0s 503us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 614us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 559us/step 31/31 [==============================] - 0s 775us/step 98/98 [==============================] - 0s 327us/step 31/31 [==============================] - 0s 676us/step 98/98 [==============================] - 0s 349us/step 31/31 [==============================] - 0s 169us/step 98/98 [==============================] - 0s 438us/step 31/31 [==============================] - 0s 515us/step 98/98 [==============================] - 0s 606us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 625us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 609us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 546us/step 31/31 [==============================] - 0s 838us/step 98/98 [==============================] - 0s 500us/step 31/31 [==============================] - 0s 683us/step 98/98 [==============================] - 0s 651us/step 31/31 [==============================] - 0s 336us/step 98/98 [==============================] - 0s 571us/step 31/31 [==============================] - 0s 818us/step 98/98 [==============================] - 0s 331us/step 31/31 [==============================] - 0s 683us/step 98/98 [==============================] - 0s 344us/step 31/31 [==============================] - 0s 137us/step 98/98 [==============================] - 0s 444us/step 31/31 [==============================] - 0s 400us/step 98/98 [==============================] - 0s 485us/step 31/31 [==============================] - 0s 369us/step 98/98 [==============================] - 0s 567us/step 31/31 [==============================] - 0s 789us/step 98/98 [==============================] - 0s 323us/step 31/31 [==============================] - 0s 39us/step 98/98 [==============================] - 0s 392us/step 31/31 [==============================] - 0s 200us/step 98/98 [==============================] - 0s 464us/step 31/31 [==============================] - 0s 436us/step 98/98 [==============================] - 0s 590us/step 31/31 [==============================] - 0s 908us/step 98/98 [==============================] - 0s 587us/step 31/31 [==============================] - 0s 871us/step 98/98 [==============================] - 0s 543us/step 31/31 [==============================] - 0s 879us/step 98/98 [==============================] - 0s 485us/step 31/31 [==============================] - 0s 644us/step 98/98 [==============================] - 0s 334us/step 31/31 [==============================] - 0s 136us/step 98/98 [==============================] - 0s 437us/step 31/31 [==============================] - 0s 442us/step 98/98 [==============================] - 0s 448us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 627us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 565us/step 31/31 [==============================] - 0s 941us/step 98/98 [==============================] - 0s 513us/step 31/31 [==============================] - 0s 773us/step 98/98 [==============================] - 0s 565us/step 31/31 [==============================] - 0s 846us/step 98/98 [==============================] - 0s 322us/step 31/31 [==============================] - 0s 522us/step 98/98 [==============================] - 0s 390us/step 31/31 [==============================] - 0s 610us/step 98/98 [==============================] - 0s 365us/step 31/31 [==============================] - 0s 238us/step 98/98 [==============================] - 0s 459us/step 31/31 [==============================] - 0s 397us/step 98/98 [==============================] - 0s 605us/step 31/31 [==============================] - 0s 874us/step 98/98 [==============================] - 0s 503us/step 31/31 [==============================] - 0s 607us/step 98/98 [==============================] - 0s 382us/step 31/31 [==============================] - 0s 233us/step 98/98 [==============================] - 0s 617us/step 31/31 [==============================] - 0s 935us/step 98/98 [==============================] - 0s 508us/step 31/31 [==============================] - 0s 673us/step 98/98 [==============================] - 0s 345us/step 31/31 [==============================] - 0s 170us/step 98/98 [==============================] - 0s 452us/step 31/31 [==============================] - 0s 467us/step 98/98 [==============================] - 0s 432us/step 31/31 [==============================] - 0s 544us/step 98/98 [==============================] - 0s 625us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 531us/step 31/31 [==============================] - 0s 815us/step 98/98 [==============================] - 0s 497us/step 31/31 [==============================] - 0s 742us/step 98/98 [==============================] - 0s 323us/step 31/31 [==============================] - 0s 104us/step 98/98 [==============================] - 0s 416us/step 31/31 [==============================] - 0s 400us/step 98/98 [==============================] - 0s 443us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 528us/step 31/31 [==============================] - 0s 722us/step 98/98 [==============================] - 0s 355us/step 31/31 [==============================] - 0s 624us/step 98/98 [==============================] - 0s 355us/step 31/31 [==============================] - 0s 67us/step 98/98 [==============================] - 0s 427us/step 31/31 [==============================] - 0s 203us/step 98/98 [==============================] - 0s 454us/step 31/31 [==============================] - 0s 167us/step 98/98 [==============================] - 0s 428us/step 31/31 [==============================] - 0s 333us/step 98/98 [==============================] - 0s 583us/step 31/31 [==============================] - 0s 834us/step 98/98 [==============================] - 0s 322us/step 31/31 [==============================] - 0s 71us/step 98/98 [==============================] - 0s 405us/step 31/31 [==============================] - 0s 333us/step 98/98 [==============================] - 0s 582us/step 31/31 [==============================] - 0s 984us/step 98/98 [==============================] - 0s 453us/step 31/31 [==============================] - 0s 203us/step 98/98 [==============================] - 0s 436us/step 31/31 [==============================] - 0s 367us/step 98/98 [==============================] - 0s 489us/step 31/31 [==============================] - 0s 369us/step 98/98 [==============================] - 0s 653us/step 31/31 [==============================] - 0s 483us/step 98/98 [==============================] - 0s 625us/step 31/31 [==============================] - 0s 538us/step 98/98 [==============================] - 0s 587us/step 31/31 [==============================] - 0s 1ms/step 98/98 [==============================] - 0s 550us/step 31/31 [==============================] - 0s 813us/step 98/98 [==============================] - 0s 524us/step 31/31 [==============================] - 0s 640us/step 98/98 [==============================] - 0s 379us/step 31/31 [==============================] - 0s 104us/step 98/98 [==============================] - 0s 437us/step 31/31 [==============================] - 0s 467us/step 98/98 [==============================] - 0s 567us/step 31/31 [==============================] - 0s 876us/step 98/98 [==============================] - 0s 333us/step 31/31 [==============================] - 0s 638us/step 98/98 [==============================] - 0s 659us/step 31/31 [==============================] - 0s 451us/step 98/98 [==============================] - 0s 470us/step 31/31 [==============================] - 0s 505us/step 98/98 [==============================] - 0s 528us/step 31/31 [==============================] - 0s 754us/step 98/98 [==============================] - 0s 527us/step 31/31 [==============================] - 0s 813us/step 98/98 [==============================] - 0s 485us/step 31/31 [==============================] - 0s 598us/step 98/98 [==============================] - 0s 385us/step 31/31 [==============================] - 0s 336us/step 98/98 [==============================] - 0s 619us/step 31/31 [==============================] - 0s 935us/step 98/98 [==============================] - 0s 529us/step 31/31 [==============================] - 0s 704us/step 98/98 [==============================] - 0s 327us/step 31/31 [==============================] - 0s 642us/step 98/98 [==============================] - 0s 375us/step 31/31 [==============================] - 0s 100us/step 98/98 [==============================] - 0s 437us/step 31/31 [==============================] - 0s 463us/step 98/98 [==============================] - 0s 597us/step 31/31 [==============================] - 0s 963us/step 98/98 [==============================] - 0s 579us/step 31/31 [==============================] - 0s 825us/step 98/98 [==============================] - 0s 328us/step 31/31 [==============================] - 0s 674us/step 98/98 [==============================] - 0s 372us/step 31/31 [==============================] - 0s 574us/step 98/98 [==============================] - 0s 577us/step 31/31 [==============================] - 0s 960us/step 98/98 [==============================] - 0s 589us/step 31/31 [==============================] - 0s 834us/step 98/98 [==============================] - 0s 332us/step 31/31 [==============================] - 0s 663us/step 98/98 [==============================] - 0s 371us/step 31/31 [==============================] - 0s 203us/step
# tf.keras.callbacks.EarlyStopping(
# monitor="val_loss",
# min_delta=0,
# patience=0,
# verbose=0,
# mode="auto",
# baseline=None,
# restore_best_weights=False,
# start_from_epoch=0,
# )